The archive.
121 ARTICLES · 2020—2026No articles match. Try another topic or search.
From my first automation experiments to AI agents operating real networks. The lessons, the code, and everything in between.
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John’s field report from Lumen’s hands-on FlowAI workshops, including session outcomes, inherited workflow documentation, and human-approved agent coordination.
A demonstration of decision gates, scoped tools, human approvals, and recovery: Claude coordinates, Jev evaluates evidence, and Gemma handles reporting.
Why infrastructure operations need repeatable execution around probabilistic reasoning, and where governed workflows fit into agent-driven changes.
John’s Toronto reflections on tool access, identity, permissions, and the operational controls needed when MCP-connected agents can change infrastructure.
John follows Andy Lapteff’s public learning journey from initial AI experiments to building an app, with links to their conversations and demonstrations.
John uses the prisoner’s dilemma as a lens for discussing individual incentives, shared learning, and AI adoption among network engineers.