Agentic Coding Loop Runner

Implement a new feature Implement a missing function body Write unit tests for existing code Fix a failing test or bug Fix all compiler warnings Resolve linter violations Refactor without changing behavior Optimize a slow code path Migrate code to a newer API or framework version Add missing error handling

if used in an AI agent use the current project

Run the test suite Compile or build the project Run the linter and static analysis Execute the script or program and inspect the output Validate output against a schema or contract Run a single reproduction case Compare behavior before and after the change Measure performance with a benchmark Diff the output against a known-good reference

All tests pass with zero failures Build succeeds with zero warnings Linter reports zero violations Program runs without exceptions on the given input Output validates against the schema Benchmark meets the target threshold Reproduction case no longer fails Behavior is identical before and after refactoring All new code paths are covered by tests

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