Reproduce the break
Run the original tests in a fresh container to capture the actual runtime error.
Reproduce a supported failure, generate a scoped patch, and inspect the tests that prove the change. Explore Python, JavaScript, TypeScript, SQL, and compiled-language examples.
Run the original tests in a fresh container to capture the actual runtime error.
Update the incompatible API while keeping the rest of the project and its tests intact.
Review the diff, before-and-after output, and the checksum of the unchanged tests.
The web API queues work and stores evidence. A separate worker controls execution and holds the model credential.
The configured coding model receives the failing test output and the relevant source. The server validates its proposed change.
Each baseline, verification, and probe runs in its own container. The workspace shows its ID and cleanup result.
GLM 5.3 Flash verified twelve repairs and rejected the seeded regression in the thirteen-profile model evaluation. Every outcome includes its candidate patch, test output, and provider receipt.
Inspect the evaluation ↗Use it to investigate a failing dependency upgrade, compare test results, and hand a verified patch to a maintainer for review.
Explore thirteen scoped examples across Python, JavaScript, TypeScript, Go, Rust, Java, C++, SQLite, and PostgreSQL. The public demo runs curated workloads. Compatible Python repository imports are available in private development mode.
The patch applies to a temporary copy. Download the diff and decide whether to apply it to your project.