Series

AI-Assisted Development

Real-world experiences with AI-assisted software development — what works, what breaks, where the limits are, and how AI changes development workflows in practice.

Same Skill, Six Agents, Nine Models: What a Real Eval Matrix Taught Me
I ran the same skill and the same task through different coding agents. The model mattered. But the agent harness changed the outcome far more than I expected.
Aug 24, 202615 min read21
Keep the Why: Project Memory for Humans and AI Agents
How a simple rationale-capture skill evolved into a repository-native knowledge lifecycle without a database, daemon, or dashboard.
Jul 28, 202616 min read80
Keep the Why: Code Becomes Legacy When Nobody Remembers Why
I turned four months of working with AI coding agents into an open-source skill for preserving the reasoning behind a codebase.
Jul 11, 202624 min read140
I Let an AI Agent Maintain My Open Source Suite for a Week — Here's What Actually Happened
I maintain the UNICORN Binance Suite: 7 Python repositories, 2.8M+ PyPI downloads, 388+ dependent projects, and production usage in algorithmic trading systems running 24/7 against real money. WebSock
Apr 17, 20265 min read33

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