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I would already argue that a local model with good AGENTS.md is already better than most human coders. And you don't need a huge model e.g. FP8 quant of Qwen3.5-27B will fit about 32 GB VRAM.
Most human programmers are incredibly bad when to comes to comprehensive error checking, fault tolerance and protecting your code base against most common vulnerabilities.
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