proof-driven-development

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HomenShum / deepracer-proofloop

Can a reward function tell a good lap from a bad one? An offline test, no simulator, no AWS. Found two real defects in 12 production DeepRacer reward functions.

reinforcement-learning ai-agents reward-shaping aws-deepracer agent-evaluation proof-driven-development

Updated Jul 25, 2026
Python

HomenShum / proof-driven-development

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An agent's claim that it finished is worthless unless the proof could have failed. A one-page method, no framework, no install.

verification ai-agents llm-evaluation software-methodology agent-evaluation proof-driven-development

Updated Jul 24, 2026

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