Topic

AI Agents

AI agent systems, orchestration patterns, and autonomous workflows built from real production experience.

A red robot and a blue robot square off in a boxing ring, inspired by Rock Em Sock Em Robots, representing manual versus autonomous bot development on Clawber.ai

29 Versions, 23 Failures, and the Three-Line Fix That Changed Everything

Six weeks ago I asked a simple question: could an AI system redesign a battle bot, test it in a live competitive arena, diagnose its own failures, and improve itself — without any human involvement in the loop? The answer turned out to be yes. It also took 23 consecutive failures to get there.

Aug 10, 2026·6 min read
Open notebook with handwritten checkmarks and X marks on cream pages, pen resting across it, sage green background.

Why I Track What I Got Wrong More Carefully Than What I Got Right

Nightwatch has been running overnight tasks for about six months, completing several thousand work units. The log I actually read isn't the success log — it's the failure log. What automation gets wrong matters more than what it gets right.

Aug 8, 2026·3 min read
Three wooden chess pieces arranged on muted gray surface with shallow depth of field, representing agents and participants.

The AI Panel That Changed How I Think About Agents (Seattle Tech Week)

I expected the usual conversation about model selection and prompt engineering. What I got was a room full of builders talking almost exclusively about failure modes and environment design.

Aug 1, 2026·5 min read
Two arrows from a shared origin: warm orange rising upper right, deep navy declining lower right. Diverging symmetrically. Cream background. Flat vector.

The Scores Improved. The Results Got Worse.

I built a tool to grade my writing. Then I wired it into the thing it was grading.

Jul 26, 2026·9 min read
Why I Stopped Using One AI Agent for Everything

Why I Stopped Using One AI Agent for Everything

I fell in love with Windsurf for about three months. The agentic coding experience was different. More fluid than Cursor. It felt

Jul 15, 2026·1 min read
Three Years at AI Tinkerers. Three Presentations. One Pattern.

Three Years at AI Tinkerers. Three Presentations. One Pattern.

I've been showing up to AI Tinkerers for three years. I started going before I had anything worth demoing. I

Jul 13, 2026·1 min read

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