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#agent-architecture

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Graph Engineering Earns Its Complexity Tax at One Specific Moment
AI

Graph Engineering Earns Its Complexity Tax at One Specific Moment

A graph isn't more mature than a loop — it's more expensive than one. The only question worth asking is whether you're buying something with that expense, and most teams can't say what.

August 8, 20266m read
Loop vs. Graph Was Never the Real Question
AI

Loop vs. Graph Was Never the Real Question

The industry spent a month arguing about which box-and-arrow diagram to draw. The engineers who actually shipped something were asking a completely different question the whole time.

August 8, 20267m read
The Agent Loop Was Never the Problem
AI

The Agent Loop Was Never the Problem

Most teams shipping 'agentic AI' this year are running a fifteen-line while-loop with a fancy name. That's not a confession — it's the correct architecture.

August 8, 20267m read
The AI Agent Tech Stack Behind 325 Agents in Production
Engineering

The AI Agent Tech Stack Behind 325 Agents in Production

A Reddit thread ranking #1 for the exact question — what tools to use to build AI agents — is mostly vendor noise. Here's the actual AI agent tech stack running 325 agents in production, layer by layer.

July 10, 202611m read

Self-Calibrating Multi-Agent Discord Systems: From Broadcast Bots to Community Engines

Engineering

Six AI agents posting into a Discord isn't a community. It's a press release machine. Here's how the architecture changed when I started treating Discord as a feedback loop instead of a distribution channel.

June 15, 20268m read
The Final 20%: When the System Still Needs You
Engineering

The Final 20%: When the System Still Needs You

Every autonomous system has a hidden dependency: you. I spent eight months building Principal. The last five gaps are what made it actually autonomous.

March 23, 20267m read