A FIELD GUIDE TO BUILDING WITH AI / 01
From a first conversation to a connected world of agents.
Follow the breakthroughs. Find the code. See what John built.
Seven trails. Eight journeys.
One climb through the public record.
Start the climb, choose a path, or browse the reference.
Enable JavaScript for the guided climb. The complete reference and citations are below.
One project can lead to a paper,
a demonstration, and a new direction.
673 dated records · 90 direct code–video combinations
Research frozen November 1, 2026.
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Retrieval provides external knowledge alongside model parameters.
This date belongs to the cited paper record. Open the paper to read the method and its stated results.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
General text-in/text-out API; distinct from the later ChatGPT API.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Official page opened and reviewed through web retrieval Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
Low-rank adaptation reduces the trainable parameters needed for adaptation.
This date belongs to the cited paper record. Open the paper to read the method and its stated results.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
Intermediate reasoning examples improve performance on studied reasoning tasks.
This date belongs to the cited paper record. Open the paper to read the method and its stated results.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
Interleave reasoning and actions that obtain information from an environment.
An explicit reasoning-and-action loop connects model output to environmental feedback.
This date belongs to the cited paper record. Open the paper to read the method and its stated results.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 3: An explicit reasoning-and-action loop connects model output to environmental feedback.
Framework primitives connect language models, data and application logic.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Visible first-party date and content reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
John confirmed November 30, 2022 as his signup date. This is owner-reported, rather than independently checked account metadata.
John’s personal trail starts on the same day as ChatGPT’s public launch. The next turning point is the move from using the chat interface to showing AI inside network testing.
John supplied this date from his own recollection. It was not checked against private account records.
owner recollection
User clarified: “Launch day — November 30, 2022”. No account records inspected.
Visual emphasis 3: Personal starting camp, not a claim to a product release or industry first.
Conversational access to a model from the GPT-3.5 family.
The starting point is a conversation in a browser. The climb that follows asks how that same interaction can become something a network engineer builds into real tools.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Official page opened and reviewed through web retrieval Checked 2026-11-01.
Visual emphasis 3: Conversational LLM access becomes broadly usable through a public research preview.
Announcement precedes the March public-access experiment.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
A model learns when and how to call tools through training.
This date belongs to the cited paper record. Open the paper to read the method and its stated results.
reviewed primary
arXiv first-submission metadata reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
Foundation models released for research under access and licensing restrictions.
This date belongs to the cited paper record. Open the paper to read the method and its stated results.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
Chat completions become available to application developers.
Chat moves into software: developers can now put a conversational model inside their own applications. The next stops show John’s pyATS demonstration and public Python client.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Official page opened and reviewed through web retrieval Checked 2026-11-01.
Visual emphasis 3: The conversational model becomes an application-building primitive.
Local inference ecosystem context; repository creation is not a launch date.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
GitHub REST API created_at inspected November 1, 2026; repository creation, not project launch Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Today I have integrated #ai #chatgpt with pyATS automated network testing!
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary metadata
JSON-LD SocialMediaPosting with @id matching requested post; comments excluded Checked 2026-11-01. Original timestamp: 2023-03-11T19:34:55.971Z.
Visual emphasis 1: First-person public account; post dates remain separate from event dates.
John’s published demonstration; open the recording and linked code.
This is the early practical connection: a public demonstration bringing ChatGPT into automated pyATS testing. Watch it to see the network-engineering use case behind the climb.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-03-11T23:59:52-08:00.
Visual emphasis 3: A public March 11, 2023 demonstration brings ChatGPT into automated pyATS testing; account activation remains a separate unknown date.
Anthropic introduces its assistant and developer offering.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
A new model generation; announcement and API access rollout are separate facts.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Official page opened and reviewed through web retrieval Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
Google opens an early developer path for language-model applications.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Original Google developer article visible MARCH 14, 2023 header Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-03-16T08:13:09-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
An interactive Python client for chatGPT
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
A Python client makes the model part of a program. The recorded March 18 code provides an implementation to inspect alongside the earlier March 11 pyATS demonstration.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2023-03-18T16:51:09Z.
Public historical commit inspected; ChatCompletion.create selects gpt-3.5-turbo Checked 2026-11-01. Original timestamp: 2023-03-18T17:01:46Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
I am doing live stream development using #chatgpt and #pyats for #ai powered #networkautomation on #youtube !
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary metadata
JSON-LD SocialMediaPosting with @id matching requested post; comments excluded Checked 2026-11-01. Original timestamp: 2023-03-18T14:47:01.077Z.
Visual emphasis 1: First-person public account; post dates remain separate from event dates.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-03-18T11:58:37-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-03-18T21:11:31-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Creating a chatGPT client with Python
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2023-03-19T16:40:13Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
A chatGPT / Meraki SDK Python powered event analyzer
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2023-03-20T21:07:56Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
Feedback and verbal reflection support iterative agent improvement.
This date belongs to the cited paper record. Open the paper to read the method and its stated results.
reviewed primary
arXiv first-submission metadata reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
Using chatGPT prompts from Cisco DNAC REST API data
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2023-03-21T18:43:24Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
Google opens a waitlist for its conversational AI experiment in the US and UK. This follows its earlier announcement.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party announcement or dated release note reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
A historical route from conversation to external tools and services.
Plugins connect a conversation to external services. Follow this thread to NetworkGPT, where the networking use case becomes a tool that can be reached from chat.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Official page opened and reviewed through web retrieval Checked 2026-11-01.
Visual emphasis 2: Conversation can connect to third-party services.
Cisco DevNet: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-03-28T13:11:39-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Learn with Cisco: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-04-11T12:00:10-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
NetworkGPT brings the two halves of this mountain together: network automation and a conversational AI interface. This recording is an early place to see that direction take shape.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-05-09T14:19:40-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
The model family behind later Bard capabilities.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Packet Pushers · Podcast · Network automation
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
JSON-LD WebPage; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: Publisher-hosted appearance or mention
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Quantized adaptation makes fine-tuning large models more memory efficient.
This date belongs to the cited paper record. Open the paper to read the method and its stated results.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
John’s published demonstration; open the recording and linked code.
The abstract plugin idea becomes a networking demonstration. Open the recording, then follow its linked project to compare the experience with the implementation.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-05-25T04:46:41-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-05-25T12:46:38-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Learn with Cisco: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-06-01T12:00:09-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Las Vegas, Nevada · Speaker · BRKCRT-2013 · Cisco U. Theatre · The Future of Network Operations in the Age of Artificial Intelligence
The date covers the documented event interval. It does not assign an invented day to an individual session.
existing owner archive · Owner archive evidence. Organizer pages are supplementary; retrieval alone is not a fresh date verification.
Owner event archive and retained organizer links; date is conference interval unless a session day is separately verified Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Learn with Cisco: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-06-07T00:06:19-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Jennifer English reports on John’s ChatGPT plugin demonstration.
This stop adds an outside account of the Cisco Live demonstration. Read Jennifer English’s reporting alongside John’s own code and recordings for another view of the same project.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
Visible byline and publication header; JSON-LD datePublished Checked 2026-11-01.
Authorship: Jennifer English
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Models can emit structured function arguments for application-controlled execution.
The model can describe a tool call using structured arguments, while the application controls execution. That boundary is central to turning a chat response into a networking action.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Official page opened and reviewed through web retrieval Checked 2026-11-01.
Visual emphasis 3: Structured tool arguments strengthen the model-to-application boundary.
Public project repository.
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2023-06-20T17:02:12Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Learn with Cisco: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-06-22T12:00:08-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A Pokemon API openai plugin
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2023-06-23T12:38:27Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
David Bombal: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-06-23T07:30:19-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A Space API openai plugin
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2023-06-24T12:08:10Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
Local inference ecosystem context; repository creation is not a launch date.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
GitHub REST API created_at inspected November 1, 2026; repository creation, not project launch Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
A second Claude generation extends the early assistant timeline.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Tracing, testing and evaluation make complex LLM applications inspectable.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party announcement or dated release note reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
Open-weight pretrained and chat models with a custom license.
This date belongs to the cited paper record. Open the paper to read the method and its stated results.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
Learn with Cisco: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-07-20T12:00:09-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Declarative composition adds streaming, batch and asynchronous execution.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party announcement or dated release note reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
Hosted fine-tuning becomes available for GPT-3.5 Turbo.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Official page opened and reviewed through web retrieval Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-09-14T12:19:33-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-09-17T11:00:28-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-09-18T09:49:39-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A framework for applications composed of communicating agents.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
A compact open-weight model released under Apache 2.0.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Visible first-party date and content reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
John’s dated public post about networkchains public release reflection.
This is John’s public reflection on the NetworkChains release. It adds the builder’s perspective to the code and demonstration trail, with the post’s own publication date.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
Top-level JSON-LD SocialMediaPosting with matching activity ID and John Capobianco author; comment dates excluded Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Expose chains and agents through deployable APIs.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party announcement or dated release note reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
A trained model retrieves on demand and critiques generated responses.
This date belongs to the cited paper record. Open the paper to read the method and its stated results.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
William: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-10-24T04:33:38-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Larger context and assistant tooling expand what applications can coordinate.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Official page opened and reviewed through web retrieval Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-11-08T12:55:38-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-11-09T07:32:55-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-11-09T07:47:52-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-11-11T06:41:21-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Longer context and tool-use experimentation.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-11-25T12:15:53-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Online · Speaker
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
existing owner archive · Owner archive evidence. Organizer pages are supplementary; retrieval alone is not a fresh date verification.
Owner event archive and retained organizer links; date is conference interval unless a session day is separately verified Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Cisco Automation Developer Hub: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2023-12-05T08:00:16-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Google introduces the Gemini multimodal model family.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
A mixture-of-experts open-weight model milestone.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
JSON-LD BlogPosting publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
A small language model becomes a practical subject for local experiments. Historical and current license terms must be distinguished.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party announcement or dated release note reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
Developer access follows the Gemini 1.0 announcement.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
JSON-LD Article publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
AI code for pyATS README placeholder; repository existence is not a completed implementation
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2023-12-23T14:50:26Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
A free open source AI chatbot / assistant alternative to chatGPT built using Microsoft phi-2 model
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-01-13T17:58:19Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
Quick streamlit app using langchain and pyats
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-01-17T14:52:47Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
Stateful graphs support cycles and controlled agent execution.
State and cycles become explicit orchestration primitives.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Visible first-party date and content reviewed Checked 2026-11-01.
Visual emphasis 2: State and cycles become explicit orchestration primitives.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-01-19T07:56:40-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Evaluate retrieval quality and trigger corrective retrieval actions.
This date belongs to the cited paper record. Open the paper to read the method and its stated results.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
Multiple retrieval queries and reciprocal-rank fusion improve retrieval coverage. This is the paper submission, not an asserted invention date.
This date belongs to the cited paper record. Open the paper to read the method and its stated results.
reviewed primary
arXiv first-submission metadata reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
Recursive clustering and summaries create a tree for retrieval.
Hierarchical summaries add a multi-scale retrieval structure.
This date belongs to the cited paper record. Open the paper to read the method and its stated results.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 2: Hierarchical summaries add a multi-scale retrieval structure.
Amsterdam, Netherlands · Speaker · Distinguished Speaker recognition · BRKOPS-2583 · LTRCRT-2002 · CCNP Enterprise Hands-On Troubleshooting v2.0 · with Patrick Gargano
The date covers the documented event interval. It does not assign an invented day to an individual session.
existing owner archive · Owner archive evidence. Organizer pages are supplementary; retrieval alone is not a fresh date verification.
Owner event archive and retained organizer links; date is conference interval unless a session day is separately verified Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
pcap analysis provided by chatGPT4 Turbo
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
The subject of the conversation becomes a packet capture. This project connects network traffic analysis with GPT-4 Turbo, opening the packet-focused branch of the climb.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-02-13T20:42:05Z.
Visual emphasis 2: Network packet captures become a conversational application.
Long-context multimodal processing opens new application designs.
Long-context, multimodal processing changes what an application can bring into a model request. This is a Google capability milestone; its position on the mountain remains the recorded announcement date.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
AI Analysis and "chat" with your PING
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-02-18T13:15:31Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
A Knowledge Graph of a .pcap Packet Capture!
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-02-21T13:57:58Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
Google releases lightweight open-weight models under Gemma terms.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
Chat with various documents - XLSX, DOCX, PPTX, CSV, PDF, TXT - using chatGPT 4 Turbo and Langchain
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-02-23T19:16:42Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
Talk to your Netbox with a Langchain
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-02-24T13:49:42Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
AI as a hotkey - Transform your screenshots into real-time audio analysis with chatGPT Vision and Text to Speech
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-03-01T13:46:29Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Opus, Sonnet and Haiku introduce a new model family with vision.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
Cisco · Article · Network automation
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed owner publication
article:published_time; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-03-09T07:12:56-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A smaller model tier joins the Claude 3 family.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Fine-tuning teaches a model to use relevant retrieved context and ignore distractors.
This date belongs to the cited paper record. Open the paper to read the method and its stated results.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
An AI Assistant using RAPTOR to talk to .pcaps
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
Packet captures meet retrieval research. The repository, linked RAPTOR demonstration and paper make a three-part trail: inspect the code, watch the application, then read the underlying idea.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-03-25T20:37:50Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
Ollama with WebUI - configured to use GPU
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-03-29T22:06:11Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
Follow the progression from RAG through RAG Fusion to RAPTOR. This stop is especially useful because the reviewed description connects the demonstration to both a repository and the RAPTOR paper.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-03-30T10:32:36-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-03-30T05:56:48-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Artificial Intelligence analysis and chat with a Tree-Oriented Retrieval approach
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-03-31T16:54:42Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
A RAPTOR Tree of your documents used for Language Model Retrieval to chat with the documents!
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-04-02T22:09:46Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
Representation fine-tuning adapts hidden representations.
This date belongs to the cited paper record. Open the paper to read the method and its stated results.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
A Basic RAG AI Assistant for Cisco IOS XE powered by Cisco pyATS and ollama
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-04-07T14:51:03Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
An AI assistant for Cisco IOS XE that uses RAPTOR Tree Multi-Query RAG and Ollama so you can 'chat' with your Cisco IOS XE device
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-04-07T16:37:21Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
An AI Assistant for Webex Rooms powered by langchain, ollama, and open source language models
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-04-09T14:42:32Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
An AI Assistant for Webex Rooms powered by langchain, ollama, and open source language models using a RAPTOR approach for much larger rooms and much deeper insight
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-04-09T17:27:35Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
A new open-weight model generation for local and hosted applications.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Visible first-party date and content reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
Using the Retrieval Augmented Fine Tuning (RAFT) approach with Cisco IOS XE JSON using pyATS to fine tune open source models
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-04-21T16:26:22Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
Small models connect to local networking experiments.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
JSON-LD WebPage publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Entity graphs and community summaries support global questions over a corpus.
Graph structure supports global sensemaking across documents.
This date belongs to the cited paper record. Open the paper to read the method and its stated results.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 2: Graph structure supports global sensemaking across documents.
John’s dated public post about raft routing-table fine-tuning with pyats.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
Top-level JSON-LD SocialMediaPosting with matching activity ID and John Capobianco author; comment dates excluded Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
The practical implementation of the proposed theory and promise of RAFT with Cisco pyATS and LangChain Introduction In the field of network engineering, the complexity and dynamism of network architectures present a significant challenge fo
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
The agent-computer interface matters to automated software engineering.
This date belongs to the cited paper record. Open the paper to read the method and its stated results.
reviewed primary
arXiv first-submission metadata reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
Using RAFT from VLAN 1020 from the Cisco Validated Design for FlexPod for AI
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-05-08T13:20:10Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
An approach to fine-tuning using open source tools Recap of Part 1 In the first part of this series (Augmenting Network Engineering with RAFT – Automate Your Network ), we dove into the innovative world of Retrieval Augmented Fine-Tuning (R
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
An omni model brings text, vision and audio into one model family.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Official page opened and reviewed through web retrieval Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
A faster model tier expands deployment choices.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
An AI Powered Command Line Interface on Cisco Catalyst IOS XE with Guestshell;Ollama;phi3
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-05-26T15:17:14Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-05-26T12:37:37-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-05-28T11:29:17-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A multilingual open-weight family; variant licenses must be retained.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Ollama as Kubernetes
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-06-10T13:57:26Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Cables2Clouds Podcast: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-06-12T03:00:36-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-06-14T12:32:06-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Document Buddy using Kubernetes with 8 different SLM/LLM for multi-AI analysis
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-06-16T19:54:33Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Chat with Cisco IOS XE using mult-AI consensus with Kubernetes and Ollama
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-06-18T20:46:56Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Packet Buddy on Kubernetes with Ollama and multi-LLM using RACK (Retrieval Augmented Consensus Kubernetes)
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-06-18T19:39:51Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Dated developer milestone.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Official Gemini API changelog heading 2024-06-18 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-06-18T08:33:27-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A model and Artifacts interface for more interactive work.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Dated official release-note entry reviewedCurrent blog page displays June 21, but Anthropic platform release notes explicitly record model availability on June 20. Keep the release date and disclose the publication discrepancy. Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
Text to AI generated images which are animated with AI with AI generated audio. Make your dreams come true.
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-06-21T20:05:41Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
A Python script to run multiple Image generation models against the SwarmUI API
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-06-21T19:08:16Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-06-21T12:20:31-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-06-21T19:36:02-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-06-21T13:08:14-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
The code used to build the large language model for the Cisco DevNet IOS XE Always-On Sandbox
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-06-24T20:42:17Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
Testing pyreft approach to fine tuning
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-06-24T12:48:14Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-06-24T17:04:50-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Cisco Press: Cisco pyATS Network Test and Automation Solution: Data-driven and reusable testing for modern networks | Cisco Press Amazon Cisco pyATS ― Network Test and Automation Solution: Data-driven and reusable testing for modern network
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Original archived publication corroborated by live publication metadata Checked 2026-11-01.
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Dated developer milestone.
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Official Gemini API changelog heading 2024-06-27 Checked 2026-11-01.
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John’s published demonstration; open the recording and linked code.
This branch explores adapting a model using Cisco IOS XE configuration material. The recording names Llama 3 and ReFT; use the linked artifacts to examine the experiment.
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John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-07-01T15:24:28-07:00.
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The implementation becomes available for building graph-based retrieval applications.
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A Streamlit and slightly modified and enhanced version of Stability AI SV3D
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-07-03T12:13:22Z.
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Llama3 Fine Tuned on a security advisory
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-07-09T18:31:55Z.
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graphRAG approach with .pcap
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-07-10T15:00:25Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
Microsoft graphRAG applied to Cisco IOS XE running config via Cisco pyATS
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-07-14T14:29:45Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
John’s published demonstration; open the recording and linked code.
Retrieval expands into a graph of relationships in text. This demonstration connects the GraphRAG concept with John’s document project, so you can move between explanation and implementation.
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A compact model developed with NVIDIA.
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JSON-LD BlogPosting publication date; primary article reviewed Checked 2026-11-01.
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Langchain agents
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-07-22T13:12:52Z.
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John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-07-22T09:46:41-07:00.
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An 8B, 70B and 405B model family with 128K context. The model card and custom Llama 3.1 Community License document the release.
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First-party announcement or dated release note reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-07-23T11:52:17-07:00.
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Dated developer milestone.
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Official Gemini API changelog heading 2024-08-05 Checked 2026-11-01.
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Schema-constrained responses strengthen tool and data integration.
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Original announcement visible publication-date header; reviewed November 1, 2026 Checked 2026-11-01.
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John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-08-11T09:55:18-07:00.
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John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-08-14T11:56:22-07:00.
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Combine database operations with language-model reasoning over tables.
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First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
Playing with Agents
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-09-09T18:49:31Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
A reasoning-focused model family spends additional computation before answering.
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Official page opened and reviewed through web retrieval Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
John’s published demonstration; open the recording and linked code.
Natural-language requests meet router tools. The recording brings pyATS, LangChain and ReAct together, connecting the agent-research trail with a network-engineering demonstration.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-09-12T06:36:27-07:00.
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A family of open-weight models expands size and specialization choices. License terms vary across model variants.
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First-party announcement or dated release note reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
A ReAct AI Agent for Pokemon
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-09-20T20:58:47Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
An AI ReAct Agent sysem for Cisco ACI
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-09-22T17:07:58Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-09-23T13:33:26-07:00.
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John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-09-23T13:21:20-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Art of Network Engineering · Podcast · AI & automation
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article:published_time; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: Publisher-hosted appearance or mention
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Vision and smaller models broaden local deployment options.
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Original announcement visible publication-date header; reviewed November 1, 2026 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-09-25T12:03:16-07:00.
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Streaming speech-to-speech interaction and function calling become available through a persistent API connection. Later updates and general availability are separate events.
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First-party announcement or dated release note reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
A shared editing surface for writing and code.
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reviewed primary source
Original announcement visible publication-date header; reviewed November 1, 2026 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Built for Trust: a recording featuring John.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-10-03T11:43:28-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
AI Agents (ReAct) for Cisco Identity Services Engine
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This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-10-04T15:18:33Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
AI Agent using Resoning and Actions (ReAct) Multi AI Agent system for Cisco Systems
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-10-04T17:48:05Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-10-05T12:51:31-07:00.
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John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-10-20T08:01:11-07:00.
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Model-driven interaction with computer interfaces.
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First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
New York, New York · Speaker & host
The date covers the documented event interval. It does not assign an invented day to an individual session.
existing owner archive · Owner archive evidence. Organizer pages are supplementary; retrieval alone is not a fresh date verification.
Owner event archive and retained organizer links; date is conference interval unless a session day is separately verified Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-10-31T07:32:21-07:00.
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John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-11-04T11:40:16-08:00.
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Packet Pushers · Podcast · Network automation
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JSON-LD WebPage; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: Publisher-hosted appearance or mention
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Kirk Byers interviews John about retrieval, agents and network automation.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
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Publisher episode listing datePublished and visible publication date Checked 2026-11-01.
Authorship: Searching for null0
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
An artificial intelligence NetBox ReAct Agent
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-11-24T16:36:08Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
A common protocol connects AI applications with tools, resources and prompts.
MCP gives AI applications a common way to connect to tools and context. Follow the crossing to John’s MCP servers, then continue toward NetClaw to see the networking side of that integration story.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
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Official page opened and reviewed through web retrieval Checked 2026-11-01.
Visual emphasis 3: A shared integration protocol creates connections across tools and agent hosts.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-11-26T06:59:26-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-12-01T10:28:30-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Table Augmented Generation (TAG) with Packet Captures (.pcaps/pcapng)
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This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2024-12-06T17:04:36Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
A 70B release under the custom Llama community license.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
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Original model card: Model Release Date Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-12-08T11:34:41-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Google frames a new multimodal generation around agentic applications.
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First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
Training-data quality and synthetic data in a small model.
This date belongs to the cited paper record. Open the paper to read the method and its stated results.
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arXiv first submission, not a weights availability claim Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-12-19T12:08:31-08:00.
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API availability; this date does not establish weights or license availability.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Official dated DeepSeek API changelog entry Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-12-27T09:51:31-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2024-12-31T11:02:47-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
MCP using NetBox
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-01-03T17:11:37Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-01-10T15:43:20-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-01-12T11:21:46-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-01-15T06:37:26-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Trying to extend AI Agents to a full topology of devices using CML
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-01-17T23:32:17Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-01-17T06:38:46-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-01-18T12:43:22-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Open-weight reasoning models and distilled variants expand local reasoning options.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Dated official changelog entry reviewedOld announcement URL redirects. Release-note text contains an apparent V3 naming typo; the heading and release identify R1. No benchmark or license claim is inferred from that typo. Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
NetBox Labs: a recording featuring John.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-01-20T09:00:29-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-01-20T11:24:55-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-01-21T13:34:46-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-01-21T10:34:51-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-01-22T13:24:11-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Open agent harness with MCP extensions.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
A smaller open-weight deployment option.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
JSON-LD BlogPosting publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-01-30T13:11:02-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A smaller reasoning model becomes available.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Original announcement visible publication-date header; reviewed November 1, 2026 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-01-31T10:36:41-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-02-01T06:24:53-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-02-01T14:15:41-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Cables2Clouds Podcast: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-02-05T03:00:22-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-02-07T13:31:51-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-02-08T15:37:18-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-02-10T09:51:06-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-02-14T14:47:56-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-02-20T10:14:10-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-02-22T11:46:11-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
An AI Agent for Space ! And a good starting point, a hello world, for AI Agents
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-02-23T21:07:28Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-02-23T15:15:36-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
An agentic terminal tool arrives alongside Claude 3.7 Sonnet.
A terminal harness turns model ability into sustained repository work.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Official page opened and reviewed through web retrieval Checked 2026-11-01.
Visual emphasis 3: A terminal harness turns model ability into sustained repository work.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-02-25T12:01:25-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-02-26T08:25:39-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A new preview model precedes the later GPT-5 family.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Original announcement visible publication-date header; reviewed November 1, 2026 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
An AI Agent that can help find work!
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-03-01T12:35:50Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
LangGraph AI Agent approach with Space APIs
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-03-06T16:57:55Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
John’s published demonstration; open the recording and linked code.
Agent work becomes a workflow you can develop and inspect. This recording introduces LangGraph Platform and Studio on the path from individual tool calls to coordinated agent behavior.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-03-08T12:17:02-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
An agent needs to be understood as well as run. This LangSmith demonstration adds observability to the journey: a place to inspect agent behavior while developing it.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-03-09T07:27:16-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
An API and SDK support tool-using agents, handoffs and traces.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Official page opened and reviewed through web retrieval Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
Google advances its open-weight model family; use the model-specific terms.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s dated public post about selector packet copilot 2.0 and langgraph.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
Top-level JSON-LD SocialMediaPosting with matching activity ID and John Capobianco author; comment dates excluded Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-03-15T13:52:31-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-03-17T21:39:40-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Selector Packet Copilot Conversations via MCP
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-03-18T03:35:31Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-03-18T18:33:35-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-03-18T22:20:51-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-03-20T20:41:46-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-03-23T17:07:05-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Tech Field Day: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-03-24T14:30:32-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A thinking-model generation for reasoning and coding.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
Conversational image generation becomes a central model capability.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Original announcement visible publication-date header; reviewed November 1, 2026 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
This specification revision introduces Streamable HTTP and an authorization framework. The date is a spec revision identifier.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Versioned official specification changelog reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-03-26T17:43:06-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s dated public post about mcp dynamic tool-discovery reflection.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
Top-level JSON-LD DiscussionForumPosting with matching activity ID and John Capobianco author; comment dates excluded Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-03-30T17:22:21-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Model Context Protocol (MCP) server for read-only interaction with NetBox data in LLMs
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-03-31T23:19:58Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
An MCP Server for pyATS (experimental)
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
A network-testing tool reaches the MCP crossing. The project exposes pyATS through an experimental MCP server, connecting John’s earlier testing work with the shared integration protocol.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-04-04T16:49:01Z.
Visual emphasis 3: A network testing tool is exposed through the shared MCP integration boundary.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-04-04T17:34:48-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
VibeOps - Cisco pyATS MCP Plus Many Other MCPs
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-04-05T11:55:55Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
A new multimodal open-weight model family with custom terms.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Original announcement visible publication-date header; reviewed November 1, 2026 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-04-06T08:36:01-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-04-06T14:01:26-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-04-06T06:07:36-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
An MCP Server for chatGPT Chat Completions
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-04-07T12:31:36Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
Interoperability between agents; complementary to MCP tool and context integration.
A2A adds a connection between agents themselves. Compare it with the MCP journey, which connects applications to tools and context; both are part of the interoperability story.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Visible first-party date and content reviewed Checked 2026-11-01.
Visual emphasis 3: A separate interoperability boundary supports collaboration between agents.
An open-source framework for building and coordinating agents.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Visible first-party date and content reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-04-09T18:00:55-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-04-12T11:39:41-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-04-12T12:53:26-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-04-13T04:49:25-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-04-13T10:04:36-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A model family focused on coding and instruction following.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Original announcement visible publication-date header; reviewed November 1, 2026 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-04-15T16:46:48-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A local coding agent can inspect a checkout and run tools in the terminal.
The assistant enters a real checkout. A terminal agent can inspect files, edit code and run tools, connecting model reasoning with the everyday process of building software.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Official page opened and reviewed through web retrieval Checked 2026-11-01.
Visual emphasis 3: A local agent can inspect, edit and test a real checkout.
Reasoning models expand tool use.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Original announcement visible publication-date header; reviewed November 1, 2026 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-04-16T15:26:31-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-04-19T11:50:18-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Packet Pushers · Podcast · Network automation
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
JSON-LD WebPage; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: Publisher-hosted appearance or mention
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
An open protocol enabling communication and interoperability between opaque agentic applications.
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-04-27T21:36:41Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-04-27T16:07:23-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Quick listener to test Agent Push Notifications
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-04-28T16:44:23Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-04-28T16:06:11-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Thinking and non-thinking modes arrive in a new open-weight model family.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party announcement or dated release note reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-05-08T11:50:36-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-05-09T14:42:46-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s dated public post about mcpyats public code announcement.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
Top-level JSON-LD DiscussionForumPosting with matching activity ID and John Capobianco author; comment dates excluded Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-05-11T09:12:36-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
An AI Agent powered by MCP and A2A for Major League Baseball
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-05-12T16:13:31Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
An MCP server for Cisco ISE
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-05-16T12:19:38Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
John’s dated public post about cisco ise mcp demonstration.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
Top-level JSON-LD SocialMediaPosting with matching activity ID and John Capobianco author; comment dates excluded Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Delegated software engineering tasks run in cloud environments.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Official page opened and reviewed through web retrieval Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-05-16T10:11:45-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-05-17T13:47:41-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A Model Context Protocol (MCP) Server for Wikipedia
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-05-18T10:48:18Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-05-18T06:52:01-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A Model Context Protocol Server for Cisco Application Centric Infrastructure (ACI) Application Policy Infrastructure Controller (APIC)
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-05-19T11:19:13Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
John’s dated public post about aci mcp announcement.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
Top-level JSON-LD SocialMediaPosting with matching activity ID and John Capobianco author; comment dates excluded Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-05-19T14:23:39-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Repository for ONUG 2025 in Dallas - RAG Session
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-05-20T16:20:57Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
OpenAI adds remote MCP server support to its agent API.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party announcement or dated release note reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-05-21T14:47:25-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Opus 4 and Sonnet 4 arrive alongside Claude Code general availability and new developer capabilities. Distinct from the February research preview.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party announcement or dated release note reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-05-22T15:02:26-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Dallas, Texas · Speaker, workshop instructor & host
The date covers the documented event interval. It does not assign an invented day to an individual session.
existing owner archive · Owner archive evidence. Organizer pages are supplementary; retrieval alone is not a fresh date verification.
Owner event archive and retained organizer links; date is conference interval unless a session day is separately verified Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-06-01T09:22:11-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-06-01T12:01:50-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A registry for A2A AI Agents
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-06-02T10:38:48Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-06-02T08:14:51-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
OpenZiti local example Supporting OpenZiti example; direct video description connection, no model attribution from repository title
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-06-03T16:12:14Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-06-04T11:03:32-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Structured tool output, elicitation and revised authorization broaden interoperability. The date is a spec revision identifier.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Versioned official specification changelog reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-06-19T12:17:42-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-06-20T15:20:31-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-06-22T09:59:26-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
An open-source terminal agent combines models, tools and MCP integrations.
Google’s terminal agent joins the tool-and-protocol trail. Continue to John’s packet-analysis demonstration to explore Gemini CLI alongside Selector MCP.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 3: An open terminal harness combines model reasoning with tools and extensions.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-06-28T08:47:36-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Image to config utility
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-07-10T14:45:03Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-07-12T05:54:21-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Coding models connect model capabilities to terminal agents.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
A repository inspired by Designing, Deploying and Managing Network Automation Systems v2.0 (350-901) Section 4.0
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-07-27T12:57:12Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-07-27T15:27:31-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-07-27T07:21:45-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
An MCP Server for Major League Baseball
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-08-03T16:44:48Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
An Opus update for coding and agentic tasks.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Open-weight reasoning models released under Apache 2.0.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Official page opened and reviewed through web retrieval Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-08-06T10:38:31-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A new model generation spanning reasoning, coding and tool use.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Official page opened and reviewed through web retrieval Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-08-09T11:33:21-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-08-12T11:46:07-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-08-12T06:24:30-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Add a .pcap(ng); automated reporting; all powered by GitActions, Gemini-CLI, and Packet Copilot MCP
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-08-13T17:22:02Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-08-13T11:14:06-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This recording brings GitHub, Gemini CLI and Selector MCP into a packet-analysis workflow. It is a concrete crossing between the Google, protocol and networking trails.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-08-14T13:26:06-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A /listen feature for Gemini CLI
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-08-16T17:11:00Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-08-16T13:31:50-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-08-17T13:04:50-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-08-17T08:14:16-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-08-18T15:10:40-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-08-19T13:11:50-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Enable your microphone on Windows WSL Ubuntu with this and the corresponding MCP
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-08-21T19:42:13Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
An MCP for Gemini CLI to allow voice
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-08-21T15:40:54Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
API availability; this date does not establish weights or license availability.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Official dated DeepSeek API changelog entry Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-08-21T13:31:22-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Packet Pushers · Podcast · Network automation
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
JSON-LD WebPage; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: Publisher-hosted appearance or mention
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-08-22T11:16:36-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-08-23T07:02:16-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-08-24T00:56:42-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-08-24T12:03:06-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Production voice-agent API release, separate from the 2024 beta.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Original announcement visible publication-date header; reviewed November 1, 2026 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-08-28T06:09:15-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Specification-driven workflows become a reusable agent development toolkit.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Packet Pushers · Podcast · Network automation
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
JSON-LD WebPage; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: Publisher-hosted appearance or mention
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Custom Slash Commands that use Vision MCP to enable webcam access
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-09-04T13:11:09Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Integrating the webcam with Gemini-CLI via MCP
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-09-04T13:07:52Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-09-05T13:24:40-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Turn Gemini-CLI into a server with /isten commands packaged as a Gemini-CLI extension
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-09-06T17:40:13Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
An Extension for Gemini-CLI that enables voice (input) and audio (output); requires openAI for TTS currently
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-09-06T17:07:42Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
An Extension for Gemini-CLI that enables Webcam access including single frame capture and American Sign Language (ASL) modes
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-09-06T13:50:25Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-09-06T13:02:04-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Share your screen with Gemini-CLI via this extension using MCP and custom slash commands
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-09-07T12:55:03Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
An easy to install pyATS extension for Gemini CLI
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-09-07T18:15:53Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-09-07T10:06:46-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-09-12T15:44:26-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-09-13T10:51:41-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A copilot for network configurations
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-09-15T12:12:47Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-09-20T12:10:55-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-09-22T07:58:26-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A coding and computer-use model update.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Civic Hall · New York City & online · Speaker
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
existing owner archive · Owner archive evidence. Organizer pages are supplementary; retrieval alone is not a fresh date verification.
Owner event archive and retained organizer links; date is conference interval unless a session day is separately verified Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s dated public post about autocon 4 speaking announcement.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
Top-level JSON-LD SocialMediaPosting with matching activity ID and John Capobianco author; comment dates excluded Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-10-03T06:25:26-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-10-03T05:54:05-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
An extension for GeminiCLI that performs subnet calculation
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-10-04T11:54:49Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-10-04T13:14:20-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s dated public post about the roger bannister effect in network automation.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
Top-level JSON-LD DiscussionForumPosting with matching activity ID and John Capobianco author; comment dates excluded Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Packet Pushers · Podcast · Network automation
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
JSON-LD WebPage; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: Publisher-hosted appearance or mention
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
A Google Gemini-CLI extension than enables Gemini Computer Use from the CLI
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-10-11T16:41:00Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-10-11T13:15:11-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-10-11T15:22:25-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-10-12T11:16:06-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-10-13T10:15:46-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Repository for ONUG 2025 in NYC - MCP Session John Capobianco
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-10-14T16:01:03Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Repository for ONUG 2025 in NYC - RAG Session John Capobianco
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-10-14T12:47:10Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
A new small-model generation.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-10-15T12:11:30-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Reusable instructions and resources supply task-specific capabilities to agents.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
New York, New York · Speaker, workshop instructor & host
The date covers the documented event interval. It does not assign an invented day to an individual session.
existing owner archive · Owner archive evidence. Organizer pages are supplementary; retrieval alone is not a fresh date verification.
Owner event archive and retained organizer links; date is conference interval unless a session day is separately verified Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Stable framework releases for building agents.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
JSON-LD Article publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-10-25T10:00:51-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Deep L2-L4 analysis of capture.pcap using Packet Copilot.
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-10-26T15:48:45Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
RAG Labs for NAF Autocon4
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-10-27T14:15:01Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
A Gemini CLI extension that uses RAG and MCP and Custom Slash Commands to analyze packet captures
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-10-28T14:38:46Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
Code for the Talk to Your Packets Workshop
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-10-28T12:37:09Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
AI Halloween Game
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-11-01T16:41:49Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-11-02T04:28:51-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Dated developer milestone.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Official Gemini API changelog heading 2025-11-06 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Packet Pushers: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-11-07T12:57:21-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-11-08T10:21:06-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Extending Gemini-CLI with Google Gemini File Search; cloud based RAG
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-11-09T13:00:30Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-11-09T09:43:00-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
An update to the GPT-5 model family.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Original announcement visible publication-date header; reviewed November 1, 2026 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-11-15T11:05:35-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Austin, Texas · Speaker & workshop instructor
The date covers the documented event interval. It does not assign an invented day to an individual session.
existing owner archive · Owner archive evidence. Organizer pages are supplementary; retrieval alone is not a fresh date verification.
Owner event archive and retained organizer links; date is conference interval unless a session day is separately verified Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Google introduces a new model generation and agentic development experiences.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
A new Opus generation for agents and work.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Experimental tasks and URL-mode elicitation appear in this specification revision.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Versioned official specification changelog reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
Refactoring my NAF AC4 Workshop from openAI to Foundry Local
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-11-26T16:43:57Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
An MCP Server / Gemini CLI Extension to create modern Infographics for your project - VibeGraphics - Generated with Nano Banana and animated with Veo3
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-11-27T16:33:52Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-11-27T06:37:22-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-11-28T08:53:55-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Inspired by Battle Chess for DOS 1988 - Using Gemini3, Nano Banana3, and Veo3 to reimagine Battle Chess
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-11-29T13:51:40Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-11-29T13:40:26-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
API availability; this date does not establish weights or license availability.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Official dated DeepSeek API changelog entry Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-12-01T15:36:36-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
The Google Cloud Run service for the multiplayer
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-12-02T19:13:47Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
A model-family milestone for open-weight deployment.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
JSON-LD BlogPosting publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-12-03T09:15:15-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
An extension that coverts JSON to TOON before sending to Gemini-CLI for tokens savings and better inference!
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-12-07T20:01:17Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
MCP, goose and AGENTS.md become founding projects under neutral foundation stewardship.
Neutral stewardship links protocol, harness and instruction ecosystems.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party announcement or dated release note reviewed Checked 2026-11-01.
Visual emphasis 2: Neutral stewardship links protocol, harness and instruction ecosystems.
Dated developer milestone.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Official Gemini API changelog heading 2025-12-11 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
A later GPT-5 generation for professional work and reasoning.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Original announcement visible publication-date header; reviewed November 1, 2026 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-12-12T10:34:50-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
An open source version and source control system, inspired by Git, for Artificial Intelligence Agents
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
Agent work also needs a history. GAIT explores version and source control for AI agents, adding the question of how to track their work to the climb toward larger agent systems.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-12-17T19:21:37Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
Dated developer milestone.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Official Gemini API changelog heading 2025-12-17 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Network Automation Forum: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-12-17T13:42:30-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A hub for Gait repositories
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-12-20T13:32:17Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-12-20T11:57:01-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-12-25T07:15:20-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A Model Context Protocol (MCP) Server for Git for Artificial Intelligence Tracking (GAIT)
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-12-27T21:29:31Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
A Gemini-CLI extension that adds GAIT support for context control
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This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-12-27T14:30:17Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-12-27T06:25:11-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2025-12-28T03:38:11-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
I was getting pretty tired and aggravated at all of the networking forums and discords and slack channels for being *so* anti-AI; can’t share ideas; can’t discuss AI / MCP / Agents; can’t bring Vibe Coding or VibeOps topics out in the open
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Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
A Google-based AI Agent for pyATS
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This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2025-12-30T13:38:03Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-01-01T10:34:01-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A unified interface for AI in your terminal. Fork; not claimed as original authorship
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This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-01-02T14:58:04Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
100% vibe coded Google Drone using Google Maps SDK / MCP; Vision Extension; Computer Use extension from just prompts
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This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-01-04T15:03:30Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-01-04T11:12:01-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
From RAG to MCP
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This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-01-06T15:40:00Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-01-08T06:36:51-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
First attempt at blending Ralph Wiggum Loops with GAIT - dummy project
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This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-01-09T13:38:01Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
Ralph Wiggum + GAIT + pyATS
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This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-01-10T18:19:01Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
Ideas about Torero as a platform
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This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-01-10T17:36:44Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-01-10T05:51:36-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Building the Future of Network Automation: RALPH, GAIT, and pyATS in Harmony Over the past few weeks, I’ve been on an incredible journey pushing the boundaries of what’s possible with AI-assisted network automation. What started as an exper
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existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
Vibe Coding: Building a CCIE-Level Enterprise Network with AI, GAIT, and pyATS The Power of AI-Driven Network Configuration with Version Control Date: January 11, 2026 Author: Claude Code (Anthropic) + Ralph Wiggum Loop Tools: Claude Code C
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Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-01-11T03:00:11-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
An MCP implementation of markmap.js.org
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-01-14T18:39:26Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Public project repository.
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-01-15T14:57:44Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Wont You Be My Neighbour? ## The Network as a Conversation, Not a Configuration For decades, we’ve treated networks as things to be **configured**. We push commands, pull outputs, parse CLI text, and hope our automation scripts survive the
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Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-01-16T11:29:35-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
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Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
## Or: How I Taught an AI Agent to Speak Every Language in the Network *Building on [Part 1: Teaching an AI to Speak OSPF](https://www.automateyournetwork.ca/uncategorized/i-taught-an-ai-agent-to-speak-ospf-its-now-my-routers-neighbour/)* —
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reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-01-22T12:41:51-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-01-24T13:05:51-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-01-27T04:20:20-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-01-30T07:59:51-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
GAIT MCP adjusted for FlowAI
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This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-02-02T14:06:25Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
A desktop interface coordinates longer-running coding work.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Official page opened and reviewed through web retrieval Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
An Opus generation before the later 2026 releases.
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reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
A coding-model milestone within the Codex harness era.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Original announcement visible publication-date header; reviewed November 1, 2026 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
A KAgent Agent with Vision - Capture photos, transform them with Nano Banana, animate them with Veo3. Supports ASL.
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-02-08T13:23:34Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
A mark map MCP implementation for Itential
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-02-13T13:38:44Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Repository release history identifies the model-family launch.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Official repository README: dated February 16, 2026 release-history entry Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-02-16T14:52:11-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A model update spanning coding, computer use, reasoning and planning.
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reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-02-17T07:01:16-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
An AI agent that claws through your network
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
NetClaw is a major meeting point for networking tools and agent workflows. Start with the code, then use the linked demonstrations, writing and public appearances to explore the project from several angles.
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reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-02-19T17:32:47Z.
Visual emphasis 3: Networking tools and agent workflows converge in a continuing project.
A Pro model update preceding later 2026 generations.
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reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
We Gave a Slack Channel Full of Engineers an AI Network Agent. Here’s What Happened. A live red-team session, a VASI BGP lab, and 30+ social engineering attempts — all in one Friday afternoon. ─── The Setup The premise was simple: drop an A
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existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-02-22T06:47:51-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Art of Network Engineering · Podcast · AI & automation
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reviewed primary source
article:published_time; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: Publisher-hosted appearance or mention
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
The Art of Network Engineering: a recording featuring John.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-02-25T03:01:39-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
# Six Days, 82 Skills, and a Community PR: How NetClaw Went from Idea to 160 Stars Six days ago I pushed the first commit of [NetClaw](https://github.com/automateyournetwork/netclaw) — an open-source, CCIE-level AI network engineering agent
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reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
**March 1, 2026** *By John Capobianco on his 48th birthday — with NetClaw 🦞* — ## Prologue: A Different Kind of Sunday Morning Most engineers spend Sunday morning with coffee and maybe a lab they’ve been meaning to spin up for weeks. On Ma
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existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
Humanize IT: a recording featuring John.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-03-02T11:00:32-08:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A model-generation milestone before GPT-5.5.
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reviewed primary source
Original announcement visible publication-date header; reviewed November 1, 2026 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Digital Revolution: a recording featuring John.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-03-09T02:00:15-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Interview about guardrails, skills and deterministic operations.
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reviewed primary source
Original episode page time element: March 10, 2026 Checked 2026-11-01.
Authorship: Pop Goes the Stack
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John Capobianco · LinkedIn · Custom skills and MCP connect the agent to Itential workflows, with role-based access and an audit trail.
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reviewed primary metadata
JSON-LD SocialMediaPosting with @id matching the requested post; comments excluded Checked 2026-11-01. Original timestamp: 2026-03-10T15:34:01.789Z.
Visual emphasis 1: First-person public account; post dates remain separate from event dates.
F5, Inc.: a recording featuring John.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-03-10T09:20:43-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Itential · Article · AI & agents
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reviewed owner publication
JSON-LD Article; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Disambiguation Podcast: a recording featuring John.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-03-11T07:00:00-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-03-12T06:34:20-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s dated public post about netclaw three.js front-end livestream.
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reviewed primary source
Top-level JSON-LD SocialMediaPosting with matching activity ID and John Capobianco author; comment dates excluded Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Humanize IT: a recording featuring John.
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reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-03-16T08:01:35-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Simple side scroller made using SDD approach and Claude
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This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-03-17T18:12:02Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Itential · Article · AI & agents
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reviewed owner publication
JSON-LD Article; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-03-23T15:21:16-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
─── What Just Happened (And Why It Matters) A few minutes ago, I was sitting in Slack — in this very channel — and I reached across to Cisco Webex and dropped a formatted message into your team space, identifying myself, my origin platform,
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reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-03-24T12:23:36-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
*How we adopted Spec-Driven Development and built SuzieQ, Batfish, gNMI, Azure Networking, and Canvas visualizations in a single session.* — ## Part 1: The Shift to Spec-Driven Development NetClaw has always been ambitious. A CCIE-level AI
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existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
The Bearded I.T. Dad: a recording featuring John.
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Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-03-26T06:00:09-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
NetClaw Gets Jenkins, GitLab, and Atlassian Superpowers A milestone in human-AI collaborative development Today we’re excited to announce three major integrations for NetClaw: Jenkins CI/CD, GitLab DevOps, and Atlassian ITSM (Jira + Conflue
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reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Solitaire developed using SDD
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This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
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Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-04-02T15:46:36Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
NetClaw’s SOUL.md grew to 60k characters — 3x the OpenClaw bootstrap limit. Here’s how we redesigned it into a modular architecture that reduced bootstrap to 8k chars while preserving 100% of content.
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reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
NetClaw now supports all three major network virtualization platforms: Cisco CML, ContainerLab, and GNS3. Here’s what we built and how to set it up.
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existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
NetClaw Now Speaks Prisma SD-WAN We’re excited to announce that NetClaw now integrates with Palo Alto Networks Prisma SD-WAN, bringing complete fabric visibility through natural language queries. This integration adds 4 new skills backed by
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reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
NetClaw Adds PagerDuty Integration: AI-Powered Incident Management for Network Engineers NetClaw now speaks incident management. We’re excited to announce full PagerDuty integration, bringing 4 new skills backed by 70 tools to the NetClaw e
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reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
NetClaw Adds Splunk and Datadog: Enterprise Observability Through Natural Language Your logs and metrics, accessible through conversation. NetClaw now integrates with both Splunk and Datadog, bringing enterprise-grade observability to netwo
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reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
NetClaw Adds HashiCorp Terraform and Vault: Infrastructure as Code Meets Natural Language Infrastructure automation through conversation. NetClaw now integrates with HashiCorp Terraform Cloud and Vault, bringing 6 new skills for managing in
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reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
NetClaw Adds Zscaler and Cloudflare: Zero Trust Security Through Natural Language Zero trust, conversational access. NetClaw now integrates with Zscaler and Cloudflare, bringing 10 new skills for managing zero trust security, DNS, edge netw
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reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Visualize Your Network in 3D with Blender NetClaw now integrates with Blender via the community blender-mcp server, enabling 3D network topology visualization. Network engineers can now say "draw the network topology using CDP data" and wat
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reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
The Future of Network Visualization Has Arrived Hold onto your console cables, network engineers — NetClaw just shattered the boundaries of what’s possible with network visualization! We’re thrilled to announce the most visually stunning in
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reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Itential’s episode page for Dakota Seufert-Snow’s interview with John.
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reviewed primary source
Publisher Article datePublished; republication date, not original recording Checked 2026-11-01.
Authorship: Itential / The Bearded I.T. Dad
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Packet Pushers: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-04-08T11:32:46-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Itential · Article · AI & agents
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reviewed owner publication
JSON-LD Article; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
NetClaw Now Has Direct Access to Cisco’s Official Meraki and Catalyst Center API Documentation Network automation with AI is powerful, but only when the AI has access to accurate, authoritative information. Today we’re excited to announce t
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reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
NetClaw Gets Long-Term Memory: Community Contribution Brings MemPalace Integration One of the most exciting aspects of open source is when the community steps up and adds capabilities you didn’t even know you needed. Today we’re thrilled to
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existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-04-10T09:07:36-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
MaRS Centre · Toronto, Canada · Speaker · 4:45–5:15 p.m. · conference agenda
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existing owner archive · Owner archive evidence. Organizer pages are supplementary; retrieval alone is not a fresh date verification.
Owner event archive and retained organizer links; date is conference interval unless a session day is separately verified Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
A model update for agents and multimodal work.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Silesio Carvalho: a recording featuring John.
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reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-04-16T07:01:09-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-04-16T04:49:56-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
NetClaw Gets Enterprise Security with Cisco DefenseClaw We’re excited to announce the integration of DefenseClaw from Cisco AI Defense as the enterprise security layer for NetClaw. This represents a major upgrade to our security posture, wi
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existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-04-19T16:00:06-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
TORNOG: a recording featuring John.
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reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-04-20T20:53:50-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John joins Manav Gupta to discuss agent-managed networking.
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reviewed primary source
Podcast episode datePublished and visible publication date Checked 2026-11-01.
Authorship: Ship AI
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Dated developer milestone.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Official Gemini API changelog heading 2026-04-21 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Art of Network Engineering · Podcast · AI & automation
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reviewed primary source
article:published_time; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: Publisher-hosted appearance or mention
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Itential · Article · AI & agents
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reviewed owner publication
JSON-LD Article; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
A new generation spanning coding and professional work.
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reviewed primary source
Original announcement visible publication-date header; reviewed November 1, 2026 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
API availability; this date does not establish weights or license availability.
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reviewed primary source
Official dated DeepSeek API changelog entry Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Repository for the full week of Vibe Ops Lounge content for Cisco Live US 2026 in Las Vegas
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-04-30T17:15:59Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Dated developer milestone.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Official Gemini API changelog heading 2026-05-05 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Itential · Article · AI & agents
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reviewed owner publication
JSON-LD Article; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Itential publishes the TORNOG talk; the event itself was April 13.
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reviewed primary source
Publisher Article datePublished; republication date, not event date Checked 2026-11-01.
Authorship: Itential
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
IT Visionaries: a recording featuring John.
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reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-05-14T05:00:38-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Itential · Article · AI & agents
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reviewed owner publication
JSON-LD Article; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
RAG, TOON, MCP Labs for NAF Autocon5 in Munich
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-05-18T16:13:41Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Itential · Article · AI & agents
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reviewed owner publication
JSON-LD Article; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Dated developer milestone.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Official Gemini API changelog heading 2026-05-19 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John Capobianco · LinkedIn · A look at the sessions, conversations and NetClaw deep dives brought to Cisco Live and AutoCon 5.
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JSON-LD SocialMediaPosting with @id matching the requested post; comments excluded Checked 2026-11-01. Original timestamp: 2026-05-20T17:52:06.071Z.
Visual emphasis 1: First-person public account; post dates remain separate from event dates.
Learn Quality of Service RFC 4594 in a fun interactive way with this spec driven developed game!
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-05-24T15:19:17Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
A further Opus model generation.
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reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Las Vegas, Nevada · Live builds & VibeOps
The date covers the documented event interval. It does not assign an invented day to an individual session.
existing owner archive · Owner archive evidence. Organizer pages are supplementary; retrieval alone is not a fresh date verification.
Owner event archive and retained organizer links; date is conference interval unless a session day is separately verified Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Munich, Germany · Workshop instructor
The date covers the documented event interval. It does not assign an invented day to an individual session.
existing owner archive · Owner archive evidence. Organizer pages are supplementary; retrieval alone is not a fresh date verification.
Owner event archive and retained organizer links; date is conference interval unless a session day is separately verified Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Itential · Article · AI & agents
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reviewed owner publication
JSON-LD Article; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
New model tiers announced for difficult knowledge work. Announcement date only; subsequent access interruptions are not represented as uninterrupted availability.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-06-15T09:20:06-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-06-15T10:31:21-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-06-16T06:22:26-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-06-16T09:31:21-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Google Cloud Tech: a recording featuring John.
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reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-06-17T21:00:24-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-06-23T10:12:07-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-06-26T05:43:50-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Announcing the integration of IP Fabric’s network assurance platform into NetClaw through 10 new MCP tools for health assessment, path analysis, visual diagrams, and API discovery. A collaboration with Daren Fulwell spanning nearly a decade
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Labs and presentation from Packt Engineering Agentic Network Operations Session
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-06-28T15:02:16Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
IT Audit Labs - Cybersecurity Media: a recording featuring John.
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reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-06-29T08:00:18-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A Spec Driven Development (SDD) example using three.js: A tank action game where you try to deliver your packet
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-06-30T14:28:34Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
The Sonnet trail reaches its next generation.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
NetClaw can now clone a live Cisco Modeling Labs topology — gathered with pyATS — straight into a 3D world inside Unreal Engine 5.8, over the Model Context Protocol. Here’s the achievement, the vision, and (for the technically curious) ever
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reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John Capobianco · LinkedIn · NetClaw connects Cisco Modeling Labs, pyATS and Unreal Engine through MCP to turn live network state into a navigable 3D topology.
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reviewed primary metadata
JSON-LD SocialMediaPosting with @id matching the requested post; comments excluded Checked 2026-11-01. Original timestamp: 2026-07-03T16:09:45.118Z.
Visual emphasis 1: First-person public account; post dates remain separate from event dates.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-07-03T11:16:36-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Itential · Article · AI & agents
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reviewed owner publication
JSON-LD Article; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Most of what NetClaw does, it does through APIs — gNMI, REST, NETCONF, GraphQL. That’s the right way to automate a network: structured, auditable, repeatable. But real networks are messy, and not everything worth touching has a clean API be
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
A later GPT-5 family generation.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Original announcement visible publication-date header; reviewed November 1, 2026 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
RubixKube: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-07-09T12:43:56-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-07-09T07:53:10-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
NetClaw’s mesh could always tell you who was online. Now it tells you what they can do — and lets you use it. Introducing N2N Federation and NCFED, a new protocol for federating AI network engineers safely.
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reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Nicholas Calcutti describes collaboration on NetClaw federation.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
Article publication metadata and byline; contributor perspective, not independent reporting Checked 2026-11-01.
Authorship: Nicholas Calcutti
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-07-12T09:21:51-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
NetClaw federation used to trust a peer’s identity on its say-so, in the clear. Claw Certification adds TLS encryption and real cryptographic identity — domain-verified via Let’s Encrypt or pinned trust-on-first-use — and we cut the first c
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-07-15T05:12:38-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Introducing BISQUE — the Base of Ingested Semantic Queries for Unified Embeddings — NetClaw’s fully offline, agentic RAG knowledge base. Because the tastiest thing you can make from claws is a bisque. Uploaded a 212-page book from Slack to
NetClaw gains an offline knowledge base. BISQUE connects the retrieval branch back to the agent project, showing why the RAG story is part of the larger climb.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 2: Retrieval becomes part of the agent’s offline knowledge workflow.
Dated developer milestone.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Official Gemini API changelog heading 2026-07-21 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Sean Mahoney’s site hosts a generated technical guide; claims are not independently benchmarked.
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reviewed primary source
Visible footer states Generated 2026-07-22; this is a generation date, not a verified original publication date Checked 2026-11-01.
Authorship: Sean Mahoney site
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-07-23T07:37:31-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
The Opus trail reaches its next generation.
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reviewed primary source
article:published_time publication date; primary article reviewed Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-07-25T10:58:45-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
From an emulator Claude Code drove itself, to a real Android phone in someone else’s hands, to an iPhone talking to that Android through my own Border — voice, photos, and a live CML lab, all over NCFED. No Slack, no Discord, no Webex, no t
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reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-07-27T06:39:40-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Itential · Article · AI & agents
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reviewed owner publication
JSON-LD Article; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
A stateless protocol core, multi-round-trip requests, routing, caching and extensions advance the protocol. Do not infer that an older implementation supports this revision.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party announcement or dated release note reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-07-28T09:18:00-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Chris Brandt’s episode article about NetClaw and VibeOps; page date differs from the earlier video upload.
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reviewed primary source
Original episode article published metadata; date applies to this page, not the recording Checked 2026-11-01.
Authorship: Chris Brandt / FUTR.tv
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-07-30T05:21:05-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
I wrote down twenty-five gaps in what NetClaw could actually reach, ordered them by dependency, and set one rule: one item, one spec, one branch, no batching. Six days later twenty-three specs had merged — twelve new MCP servers, twenty-thr
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reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-08-05T09:10:40-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A curated list of awesome resources for applying Artificial Intelligence (AI), Large Language Models (LLMs), and Machine Learning (ML) to network automation.
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-08-06T15:34:14Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-08-06T08:20:30-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Reverse-engineering test: rebuilding Itential FlowAI agent tools as IAG wrappers around an MCP server
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-08-07T17:54:45Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Working example
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-08-08T15:44:11Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Tiny network diagnostics CLI with a planted CWE-78 OS command injection - target codebase for the Antares-1B vulnerability scanner demo
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-08-11T23:09:26Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
A working start-to-finish guide to running Cisco Foundation AI’s Antares-1B vulnerability localization model on Apple Silicon — including the one non-obvious BF16 conversion step that will otherwise waste your afternoon.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Dated developer milestone.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Official Gemini API changelog heading 2026-08-13 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-08-13T06:22:46-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-08-19T20:22:18-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Itential · Article · AI & agents
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reviewed owner publication
JSON-LD Article; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
pyATS Skills for Agents
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-08-21T14:45:49Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-08-21T08:47:01-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Hammerspace: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-08-21T10:24:46-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
pyATS MCP has been live since April 2025. Bringing it to Streamable HTTP and nine new tools meant an isolated venv (after breaking my own other MCP servers first), a real CML lab whose testbed was pointing at the wrong network, two silent b
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
Itential: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-08-25T11:26:14-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Art of Network Engineering · Podcast · AI & automation
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reviewed primary source
article:published_time; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: Publisher-hosted appearance or mention
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
The Art of Network Engineering: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-08-26T03:00:31-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-08-26T06:15:28-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Using Spec Driven Development you can use these 3 files as a starter kit to make your very own educational network themed video game
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-08-27T16:27:52Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Guardian Owl Digital: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-08-27T02:00:21-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-08-28T23:08:53-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Itential · Article · AI & agents
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed owner publication
JSON-LD Article; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
A model release for long-running agentic work; distinguish the restricted Mythos offering announced alongside it.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party announcement or dated release note reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
Dated developer milestone.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Official Gemini API changelog heading 2026-09-02 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
The GPT-6 research-model announcement precedes its ChatGPT rollout.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Original article embedded publicationDateText; excludes dates on related-article cards Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Bring your network to life
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-09-04T21:22:24Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-09-04T08:44:21-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s dated public post about community netclaw on raspberry pi.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
Top-level JSON-LD SocialMediaPosting with matching activity ID and John Capobianco author; comment dates excluded Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-09-09T05:41:13-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
API availability; this date does not establish weights or license availability.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Official dated DeepSeek API changelog entry Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-09-10T13:23:46-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
The fly knows the network
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-09-13T19:39:17Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-09-13T15:25:35-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A Copilot Plugin for Itential Builder Skills
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-09-15T18:15:02Z.
Visual emphasis 1: A dated artifact in John’s project history; creation alone is not a launch claim.
Public announcement; distinguish earlier API availability entries.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Official Anthropic model-news index: September 15, 2026; article content inspected separately Checked 2026-11-01.
Official Anthropic model-news index: September 15, 2026; article content inspected separately Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
TFiR: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-09-16T05:59:49-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Itential: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-09-17T10:21:28-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-09-18T06:13:31-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
The Art of Network Engineering: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-09-18T09:15:21-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
TypeSafe’s Jev doesn’t write a single word back — it returns a calibrated probability in under half a second. I pointed 11,892 of those probabilities at every skill in NetClaw: what’s missing, what silently overlaps, and one bug a probabili
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
An updated model for extended coding and knowledge-work tasks.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party announcement or dated release note reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
Additional model tiers in the GPT-6 family.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Original article embedded publicationDateText; excludes related-article cards Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-09-23T04:36:52-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
A tour of NetClaw's Chat-first HUD, Canvas investigations and optional Jev Science Officer, illustrated with screenshots from my running Claw.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
A new Sonnet release with changes to reasoning and tool behavior.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party announcement or dated release note reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
NetClaw adds two new skills for Equinix Fabric and Network Edge, backed by Equinix's official MCP server, with an explicit local approval gate for any write.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
An updated Sol model for agentic and professional tasks.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Original article embedded publicationDateText; excludes related-article cards Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-09-29T15:02:50-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Modern Business Life: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-09-29T06:00:22-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Initial access is phased; distinguish this event from broader October availability.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
Connect a locally running NetClaw to a ChatGPT Dot as an OAuth-protected MCP plugin, and let your personal assistant ask 200+ network skills for live evidence.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
Local inference adds structured option scoring for agent decisions.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Visible first-party date and content reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-10-03T06:11:44-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
University of Toronto Conference Centre · Toronto, Canada · Speaker · Tuesday, October 6 · 11:20–11:45 a.m. EDT (UTC−4) · Giovanni room
The implementation becomes a public talk: NetClaw at MCP Dev Summit Toronto. The scheduled appearance and John’s article have their own evidence and dates.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
existing owner archive · Owner archive evidence. Organizer pages are supplementary; retrieval alone is not a fresh date verification.
Owner event archive explicitly identifies Tuesday, October 6 session; conference itself spans October 5–6 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
From my first MCP server in March 2025 to MCP Dev Summit Toronto: eighteen months of building, teaching, independent convergence, and the journey to NetClaw. Photos and the full presentation included.
John looks back across eighteen months of MCP work. The article connects early servers, teaching and NetClaw, with photos and a presentation that make it a useful overview of this cross-trail journey.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
Art of Network Engineering · Mention · Andy Lapteff and Ryan Booth revisit John’s Hello World for AI session and the AutoCon subnetting game. Verified YouTube references at 1:06:15 and 1:11:02.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
article:published_time; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: Publisher-hosted appearance or mention
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
A smaller model tier in the 5.5 family.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Original announcement visible publication-date header; reviewed November 1, 2026 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
ChatGPT gains a new model and interactive-response interface; not the same event as earlier Work/Codex model access.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Official page opened and reviewed through web retrieval Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
Itential · Article · John’s Toronto reflections on tool access, identity, permissions, and the operational controls needed when MCP-connected agents can change infrastructure.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed owner publication
JSON-LD Article; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
The Art of Network Engineering: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-10-09T17:55:05-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Andy Lapteff and Ryan Booth talk AI, systems thinking, and the future of network engineering—and revisit my Hello World for AI session and our subnetting game.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
NetClaw 1.8.0 brings protected Hermes federation and Mobile Ask Border together, following the shared HUD work in 1.7.0. Five diagrams explain the design and its tested boundaries.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
86,688 lines of hand-written code, about 550 hours, and the Django detour that helped me build NetworkGPT in two weeks. What Merlin taught me—and permission to build differently now.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
A network operations workbench beside your code: NetClaw brings Chat, Canvas, RAG, Testbed management, per-MCP setup and reviewed security controls into Visual Studio Code.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
Itential · Article · Why infrastructure operations need repeatable execution around probabilistic reasoning, and where governed workflows fit into agent-driven changes.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed owner publication
JSON-LD Article; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Developer access follows the earlier phased announcement.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party publication metadata and source text reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
Agentic AI Foundation (AAIF) · Article · John Capobianco’s MCP and NetClaw story, published October 14, 2026 on the official blog of the Linux Foundation’s Agentic AI Foundation. A personal honour and a milestone for the NetClaw project and community.
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reviewed owner publication
JSON-LD BlogPosting; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
AAIF publication of the MCP story also published on the owner site; not independent reporting.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Packet Pushers · Podcast · John Capobianco joins William Collins on The Cloud Gambit to discuss MCP, NetClaw, operational guardrails, specification-driven development, model identity, and specialized decision models.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
JSON-LD WebPage; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: Publisher-hosted appearance or mention
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
AI agent skills for building automations on the Itential Platform — spec-driven delivery from requirements to as-built. Works in Claude Code, Codex, GitHub Copilot and Cursor. Fork; not claimed as original authorship
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-10-14T20:26:27Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Standalone Arch Linux packaging for NetClaw; AUR publication pending
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-10-14T16:25:04Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
My conversation with William Collins on Packet Pushers: MCP in production, NetClaw’s constitution, human oversight, model identity, and specialized decision models.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Twenty-one years after a free Ubuntu CD got me started, the Linux Foundation’s Agentic AI Foundation (AAIF) is publishing my MCP and NetClaw story. A personal honour and a milestone for the project and its community.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Packet Pushers: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-10-14T11:46:59-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
LinkedIn · Article · John uses the prisoner’s dilemma as a lens for discussing individual incentives, shared learning, and AI adoption among network engineers.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed owner publication
JSON-LD Article; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
From Walmart freight to CWNE #521: Eva Santos joins me to talk Wireshark, ChromeOS Wi-Fi Fixer, Claude Code, and building useful tools before the token buffet closes.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
A large open model with inference and post-training support.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
Visible first-party date and content reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone; stronger visual emphasis is assigned only where a documented capability change is explained.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-10-16T07:53:30-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
LinkedIn · Article · John follows Andy Lapteff’s public learning journey from initial AI experiments to building an app, with links to their conversations and demonstrations.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed owner publication
JSON-LD Article; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Itential · Article · A demonstration of decision gates, scoped tools, human approvals, and recovery: Claude coordinates, Jev evaluates evidence, and Gemma handles reporting.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed owner publication
JSON-LD Article; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Itential: a recording featuring John.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-10-22T11:26:13-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Workshop material for NAF AC6 Preparation repository exists before cutoff; conference is future and excluded as a completed event
Repository creation date. Description as of 2026-11-01; current capabilities are not backdated.
This date marks public repository creation. The current project description is a later snapshot; use the linked demonstrations and articles to follow its development.
reviewed primary metadata
Fresh public GitHub API created_at; repository creation, not project launch Checked 2026-11-01. Original timestamp: 2026-10-25T17:10:39Z.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Itential · Article · John’s field report from Lumen’s hands-on FlowAI workshops, including session outcomes, inherited workflow documentation, and human-approved agent coordination.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed owner publication
JSON-LD Article; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: John Capobianco
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
John Capobianco · LinkedIn · John shares the inherited-workflow question, the workshop outcomes, and thanks the Lumen team. The original post includes John Armstrong’s video memento.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary metadata
JSON-LD VideoObject with @id matching the requested LinkedIn post; creator recorded separately, comments excluded Checked 2026-11-01. Original timestamp: 2026-10-26T19:19:49.570Z.
Visual emphasis 1: First-person public account; post dates remain separate from event dates.
A model release for visual reasoning, computer use and writing in Work, Codex and the API.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary
First-party announcement or dated release note reviewed Checked 2026-11-01.
Visual emphasis 1: Context milestone.
Dated developer milestone.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Official Gemini API changelog heading 2026-10-27 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
VibeOps Lounge 007: Elliot Conner brings a Containerlab operations dashboard, an AI network planner, and a troubleshooting game to a conversation about learning by building.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
John’s published demonstration; open the recording and linked code.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-10-29T15:21:16-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
Packet Pushers · Podcast · John joins Ethan Banks and Drew Conry-Murray on Heavy Networking to discuss NetClaw, operating rules, layered protection, federation, and community development.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary source
JSON-LD WebPage; date matched archived record; publication is distinct from the recording or event date Checked 2026-11-01.
Authorship: Publisher-hosted appearance or mention
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Photos and reflections from Lumen’s October Innovation Summit: hands-on FlowAI workshops, Greg Freeman’s recap, Marc Montez on trust, and my full Itential write-up.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary metadata
Original archived publication corroborated by live publication metadata Checked 2026-11-01.
Visual emphasis 1: Reference-library context; chronology does not imply a major capability breakthrough.
Part two: NetClaw 1.14.0 brings static/dynamic testbed choice, fourteen source routes and reviewed pyATS activation to its VS Code and terminal installers.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
Back with Ethan Banks and Drew Conry-Murray on Packet Pushers to talk NetClaw: MCP, explicit approvals, layered protection, federation, and the community building it.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
Original publication of the NetConverter development article. Its later rehearsal evidence belongs to the separately dated November 1 manuscript update.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
Part one: pyATS MCP can build an in-memory testbed from inventory systems and structured data, then make it available to its existing network automation tools.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
existing archive
Preserved original article publication date in existing site archive Checked 2026-11-01.
Visual emphasis 1: A dated account of an implementation; retain the author’s stated test limits.
John Capobianco · LinkedIn · John reflects on NetClaw’s community, its contributors, and making useful network automation easier to try alongside the new Heavy Networking episode.
This is the date of this public artifact or appearance. Related projects, articles and recordings retain their own dates.
reviewed primary metadata
JSON-LD SocialMediaPosting with @id matching the requested post; comments excluded Checked 2026-11-01. Original timestamp: 2026-10-30T15:54:03.494Z.
Visual emphasis 1: First-person public account; post dates remain separate from event dates.
Dated developer milestone.
This date belongs to the linked announcement or release record. Open the original source for the capability and availability described at that time.
reviewed primary source
Official Gemini API changelog heading 2026-10-30 Checked 2026-11-01.
Visual emphasis 1: Reference-library context; an additional release or publication does not automatically establish a larger technological leap.
Packet Pushers: a recording featuring John.
Hear NetClaw discussed on Packet Pushers, then return to the repository and articles for the implementation. This recording adds a public conversation about the project to its code trail.
This is the recording’s YouTube publication date. The recording may have been made earlier; the reviewed evidence covers its metadata and description.
reviewed primary metadata
Fresh YouTube player publication metadata and description; full recording not transcribed or watched Checked 2026-11-01. Original timestamp: 2026-10-30T08:32:44-07:00.
Visual emphasis 1: Published demonstration; do not mistake publication for invention or recording date.
The committed manuscript adds actual synthetic conversion, protected IOS-XE application and packet-test evidence. Junos appliance behavior and fresh installer acceptance remain unqualified in this update.
committed source not yet deployed
This stop is about testing what was built. The committed manuscript separates synthetic conversion, protected IOS-XE application and packet-test evidence, while keeping the unresolved Junos and installer qualifications visible.
This is the date of a committed manuscript update. It was not verified as a deployed article at the research cutoff.
reviewed committed source
Pinned Git commit; article body explicitly says refreshed 2026-11-01 Checked 2026-11-01.
Visual emphasis 2: The source article distinguishes conversion, modeled checks and real IOS-XE device/packet evidence.
A concise introduction to the connected story, with optional detours into evidence.
The principal technical route: tools, protocol evolution, multiple hosts and network implementations.
Follow PCAP analysis across retrieval, graphs, tables, agents, MCP and CI workflows.
Explore several retrieval approaches as branching techniques, without claiming that one universally replaces another.
Connect adaptation research to hosted fine-tuning and John's local network experiments.
ReAct, orchestration, observability, CLI harnesses, persistent context and NetClaw.
Keep A2A agent collaboration distinct from MCP tool/context access.
Follow talks, interviews and community coverage. Publication and event dates remain separate.
This curated reference connects public evidence. It is not a count of unique projects, all lifetime work, or every AI announcement. A repository, a video and a talk can describe the same project on different dates.
Direct bridges retain source locators. Dashed bridges are editorial associations and establish neither causation nor priority. Video review covers metadata and descriptions; recordings were not fully watched or transcribed.
Every lane shares one date-to-height mapping. Identical dates align. Each week gains a calendar rise plus a capped bonus for its strongest curated leap: 0, 0.5 or 1.0 extra week units. Multiple releases never stack bonuses.
This is editorial emphasis, not a scientific measure of progress. Filtering keeps the same elevations. Switch to Calendar for uniform time spacing. Interval markers show the recorded event span rather than inventing a session day.
Artwork is conceptual and generated with OpenAI ImageGen; the tool did not expose a model version. Titles, dates, citations, controls and mountain markers are real HTML and data-driven geometry.
Optional music is an original local electronic score: First Light, Signal Bridges and Open Summit. It starts only when you choose Play music and pauses for video evidence or a hidden tab.
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