{"repo":"SignalPilot-Labs/AutoFyn","free":true,"listed":false,"github":"https://github.com/SignalPilot-Labs/AutoFyn","clone":"git clone https://github.com/SignalPilot-Labs/AutoFyn.git","description":"Run Claude in self-improving loops to optimize measurable goals.","language":"Python","stars":101,"topics":["agentic-ai","optimization","security-tools","claude-ai","dbt","security","security-audit","security-automation"],"license":null,"category":"security-tools","readme_excerpt":"AutoFyn Long-horizon agent that improves through expert iteration in context space. found 197 vulnerabilities across popular software · improved the upper bound for an open math problem · built the #1 Spider 2.0 DBT agent Getting Started · CLI · Remote Sandboxes · Config · Custom Subagents · FAQ --- AutoFyn works on goals that have verifiable rewards. For instance: find a working exploit against a live system. The agent proposes one, and it either fires or it doesn't. The final outcome is objective and not opinionated. As a result, the agent frequently receives verified feedback instead of self-grading, which is gameable. And every round starts from an empty context, seeded only with what was written to disk, so nothing accumulates and nothing rots. Either alone falls short. Clear the context but skip the verifier and each round reloads what the last one merely believed, compounding its own mistakes. Verify but let context grow and the agent rots before it finishes. Together, the agent starts clean every round and starts from facts, so it can work for hours instead of drifting. We found the pattern holds across domains: vulnerability finding, math research, and topping data-science benchmarks. Give AutoFyn a repo, a goal, and a time limit. Walk away. Come back to a PR. Results Security audits - Next.js — 8 vulnerabilities (1 High, 4 Medium, 3 Low). Responsibly disclosed via HackerOne. CVEs - pnpm — 7 vulnerabilities (1 High, 5 Medium, 1 Low), 3 exploit chains. Responsibly dis","default_branch":null,"files":null,"tree":[],"storefront":"/r/SignalPilot-Labs","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/SignalPilot-Labs/AutoFyn/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}