Don't Code from Scratch: Turning Small LLMs into Precision Edit Engines

Small LLMs struggle with complex code generation due to parameter limitations, often resulting in hallucinations or syntax errors. By shifting to a 'Retrieval + Edit' architecture, these models can transform existing reference code with high reliability, enabling production-grade AI coding on consumer-grade hardware like the RTX 3060.