Pillar: Autonomous Agent Systems

Selling knowledge online usually means renting three businesses from three vendors: a storefront, a learning platform, and — increasingly — an AI that reads your own course material back to you off someone else’s server, metered by the token. I went the other way on the two that matter. The shopfront out front can be […]

How I Built an AI Dev Framework as a Coding Student I was six months into learning to code when I decided the problem wasn’t what I was building — it was my environment. Every tutorial assumed a clean machine with one project. I had four half-finished projects, conflicting Python versions, and a VSCode install […]

The Legendary Team: a Claude Engineering Squad That Works Claude Code ships with one agent by default. That’s fine for isolated tasks. It breaks down the moment you have a system with multiple layers — API, frontend, database, CI — because no single context window can hold the whole thing without losing precision at the […]

Build an Autonomous AI Coding Agent on One PC Running a multi-agent coding swarm on a single machine sounds like something that needs a server rack. It doesn’t. On one Ubuntu box with an RTX 3090 and 64 GB RAM I had three coordinated Claude Code instances writing, reviewing, and testing code concurrently — no […]

A content studio running on the platform.

Twilio + x.ai voice agent that screens calls and sends a Telegram transcript.