Networks.
Code.
Possibility.
I build at the intersection of networks and AI.
Explore the code. Learn the craft.
Help shape what comes next.
Head of AI & Developer RelationsItential Built to go beyond.
FLAGSHIP PROJECTMeet NetClaw.
An AI agent that claws through your network. Built in the open, one real experiment at a time.
THE COMMUNITYFind your frequency.
Welcome to VibeOps. A place for curious engineers to build, share, and figure out the agentic future together.
Less theory. More doing.
11,892 Probabilities, 48 Cents: What Happened When I Let Jev Grade All 227 of NetClaw’s Skills
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
Modernizing pyATS MCP: Streamable HTTP, Nine New Tools, and Two Bugs From April 2025 That Nobody Noticed
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
Running Cisco Antares-1B Locally (macOS / Apple Silicon)
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.
Agents that reason.
Infrastructure that acts.
At Itential, I’m exploring what happens when AI meets real infrastructure—and helping engineers make that leap.
Explore my work at Itential ↗Knowledge belongs
to everyone.
The complete Automate Your Network book. All 212 pages, available here for free. Start your automation journey—or revisit the foundations.
NO SIGN-UP. NO PAYWALL. JUST LEARNING.