Precision Matters: How a Silent Quantization Bug Broke Llama 3.2 Code Generation

This incident underscores that code generation requires significantly higher numerical precision than general language tasks, making standard quantization risky without specialized validation. As the industry moves toward edge LLM deployment, automated post-quantization testing will become a critical safeguard against silent production failures.