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input, output, ownership·7 min readmethodology
You are the value. Not the tools. Your tribal knowledge compounds when you own the system it lives in. Build a repo. Build a website. Build around yourself.
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Posts from the build log.
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I Open Sourced My Methodology·4 min readmethodology
Recursive Drift is the non-linear method for building with AI. Six states, a self-reading feedback loop, and zero API keys required. The repo is live.
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I run 4-6 Claude Code terminals at once. The single handoff file worked until it didn't. Here's the parallel-safe architecture I replaced it with.
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I tried separate AI platforms, burned through API credits, and landed on the simplest architecture possible. Here's the full setup — CLAUDE.md, soul files, SQLite persistence, a DNA evolution system, 50+ skills, and 9 MCP servers. Updated weekly.
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Why importing someone else's skill pack into your system is the fastest way to destroy what you've built. And why everything lives on three open websites instead.
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Three sites, one parent keyword, and a deliberate topology that tells search engines and AI platforms exactly how everything connects.
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No GPU, no After Effects. Just React components, Remotion, and the same monorepo that runs three websites.
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100+ content files across 6 platforms became opaque. So I built a SQLite index that makes the entire repo queryable from the command line.
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I was spending hundreds per month on API calls to chat with my AI agent. Then I realized I was already paying for unlimited access. Here's the CLI-to-chat bridge pattern that changed everything.
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The first post from ShawnOS.ai. Where GTM engineering meets building in public.
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