Bryce Watson
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case-study

Long-form project case studies. Production AI systems, architecture decisions, and what real operation actually taught.

  • Case Study: Building a Self-Improving AI Agent That Runs an Etsy Shop
    How I built ShopForge, a production AI agent with three-tier memory, Bayesian confidence scoring, and skill evolution, and what 10 days of real Etsy operations taught me about self-improving systems.
    Mar 08, 2026 ·
    agents
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