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Thoughts on AI, code, and building things

December 27, 2025 |
AI DSPy GEPA ARC-AGI

Evolving a DSPy Program to Solve ARC-AGI-2

I'm running GEPA to evolve a DSPy program that solves ARC-AGI-2 tasks. After 65+ hours, it discovered that code generation with self-validation beats pure reasoning.

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December 27, 2025 |
AI Claude Code Autonomous Agents Experiment

I Let Claude Code Run a Business for Two Weeks

I gave Claude Code a single instruction: 'Start a business and earn $100.' Two weeks later: 9 products, 1,400 emails, a YC application, and $0 in revenue. Here's what happened.

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December 02, 2025 |
AI DSPy GEPA Computer Vision

Teaching AI to Spot Fake XKCD Comics (Part 1)

Part 1 of 2: Building a system that distinguishes genuine XKCD comics from AI-generated fakes using DSPy's GEPA optimizer. In Part 2, I'll use GEPA to generate fakes that can fool this very judge.

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