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Same Game, Different Sand
ReflectionFeb 10, 2026

Same Game, Different Sand

The best indoor player I ever coached couldn't pass a ball on sand. Same sport. Same skills. Completely different game. I'm living that transition right now.

From Research Paper to Working Toolkit in One Session
AI & AutomationFeb 4, 2026

From Research Paper to Working Toolkit in One Session

I had a 46-citation research paper about autonomous documentation. Academic frameworks rarely survive contact with a real codebase. So I asked an agent to turn theory into working code—and watched what happened.

Spec-Driven Development with Multi-Agent Orchestration
AI & AutomationFeb 4, 2026

Spec-Driven Development with Multi-Agent Orchestration

The problem with AI coding assistants isn't capability—it's coordination. A single agent can write code. But who checks the work? Who remembers what was decided? I built a system where specialists implement and verifiers catch drift.

When the Voice Guide Becomes the Problem
AI & AutomationJan 21, 2026

When the Voice Guide Becomes the Problem

I wrote a voice guide to help AI match my writing style. It worked too well—the AI learned the example phrases, not the principles behind them. Here's how I fixed it, and what it taught me about the difference between describing a voice and understanding one.

The Graveyard
AI & AutomationJan 21, 2026

The Graveyard

How many ideas die in the space between waking and coffee? Vercel's Agent Skills announcement made me think about what changes when engineering judgment becomes installable—and who gets to build things when the execution gap narrows.

The Signal Forge Method: Agentic Document Generation
AI & AutomationJan 18, 2026

The Signal Forge Method: Agentic Document Generation

I kept getting the same document wrong. Blog voice in architecture docs. Technical precision in executive briefs. Then I realized the problem wasn't AI—it was me. I was treating all documents as the same task.

The Next Chapter: What Happens When You Try to Scale Intent-Driven Engineering
AI & AutomationJan 17, 2026

The Next Chapter: What Happens When You Try to Scale Intent-Driven Engineering

I've spent six months proving that one person with AI agents can build what used to require a team. Now I'm joining Commerce.com to find out if that methodology survives contact with an organization.

22GB to 2GB: Video Compression as Agentic Collaboration
AI & AutomationJan 17, 2026

22GB to 2GB: Video Compression as Agentic Collaboration

I needed to send 90 video files to a remote editor over mobile hotspot. The files were too large. What followed wasn't a tutorial lookup—it was a collaboration with an AI agent that analyzed, proposed, tested, pivoted, and executed. This is what agentic workflows actually look like.