Local Qwen3.8-27B vs Claude Fable 5: It Ties at Coding, but Costs 78%, Not 9%

A file-based agent loop took Qwen3.8-27B from 66.8% to 92.4% on hard LiveCodeBench. Here's how the harness works and what the paper's tables admit.