Blog

Enjoy the things I wanted to share.

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  Re-Rolling With Advantage

  Apr 3, 2026 · 2 min read

  AI agents often get you to working code, just not code you want to keep. “Re-rolling with advantage” is a practical prompting strategy for using the first attempt to guide a better second one.

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  Forgive me Father For I Have Ralphed

  Mar 4, 2026 · 4 min read

  After multiple failed attempts with AI Ralph loops, I discovered they only work for specific tasks: quantifiable progress, atomic fixes, and zero risky assumptions. Here's how I fixed 150 TypeScript errors in 27 iterations without changing runtime behavior.

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  Can Clankers Wordle

  Feb 17, 2026 · 6 min read

  Testing out the new TanStack AI package by pitting LLM models against each other in wordle