AI Agents · 2026
ForgeMind AI
An autonomous agent that turns a GitHub issue into a verified pull request.
- 6 / 7
- tasks resolved on hidden tests
- 22
- passing tests in CI
How it works
Problem
Most AI coding tools stop at suggesting code. Nothing reproduces the bug, nothing proves the fix, and nobody can see why the change was made.
What I built
- Grounds every decision in the real repo with an AST symbol index and a BM25 search corpus.
- Reproduces the bug as a failing test before touching source, then localizes the fault with spectrum-based fault localization (Ochiai).
- Two repair engines: a Claude tool-using agent and an offline search-based repair engine.
- Accepts a patch only if the reproduction passes and the full suite stays green in a sandbox, then opens a PR with the regression test and root-cause note.
- Python
- Claude API
- BM25
- AST indexing
- Sandboxing
- GitHub API
