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Build with agents. Keep the proof.
Open-source tools that make AI-assisted engineering observable,
adversarial, and operable.
Website · Concord Loom · All repositories
Repository → Atlas → Execution → Evolution note
Turns a repository into an executable Atlas of bounded loops. Observed facts, operator decisions, run evidence, and process evolution remain distinct and traceable.
Claim → Attack → Proof → Verdict
Your coding agent says a change works. Gopnik tries to prove it does not — against the code, the delivered revision, and the checks themselves — before returning a scoped verdict.
Provider quota → Prometheus → Alert → Action
A Kubernetes-focused fork of onWatch for monitoring AI provider quotas through Prometheus, with a Helm chart, alerting rules, and a Grafana dashboard.
AI agents can move fast. Authority, proof, and operational limits should stay visible. Each project stands on its own; all three are built around that premise.