My GitHub profile README - human-agent collaboration systems (NodeRoom, NodeBench, NodeAgent).
An agent's claim that it finished is worthless unless the proof could have failed. A one-page method, no framework, no install.
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.
Watches the sources you choose (news, research, AI lab blogs, any feed) for new techniques; verifies they're legit and would measurably improve your repos; sends an agent swarm to open a draft PR. Runs on GitHub Copilot.
Two hands: you decide, the agent builds. And you learn the craft.
To associate your repository with the proof-driven-development topic, visit your repo's landing page and select "manage topics."