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Case Study

Detailed real-world case studies from building and shipping AI systems.

A red robot and a blue robot square off in a boxing ring, inspired by Rock Em Sock Em Robots, representing manual versus autonomous bot development on Clawber.ai

29 Versions, 23 Failures, and the Three-Line Fix That Changed Everything

Six weeks ago I asked a simple question: could an AI system redesign a battle bot, test it in a live competitive arena, diagnose its own failures, and improve itself — without any human involvement in the loop? The answer turned out to be yes. It also took 23 consecutive failures to get there.

Aug 10, 2026·6 min read

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