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CRITICAL — Ongoing improvements to reduce AI hallucinations. Track accuracy metrics: PHPStan pass rate, syntax error rate, runtime error rate on generated code. Implement feedback loop: when user manually fixes AI code, capture the diff and use it to improve future generations. Build a test suite of 100 common Laravel generation tasks and measure pass rate weekly. Target: 90%+ by Q3.

AI Code Accuracy Improvements

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