Tag · 1 post

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