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A $0.39 team of Qwen3.8 27B models just beat single call Fable 5 on a subset of…

A $0.39 team of Qwen3.8 27B models just beat single call Fable 5 on a subset of LiveCodeBench Hard problems with this…

This is a dev post classified by AGK Intelligence as AI dev tools (a tool drop), kept by the Dev Radar because it carries real work, not commentary.

A $0.39 team of Qwen3.8 27B models just beat single call Fable 5 on a subset of LiveCodeBench Hard problems with this architecure! Chaining 50 turn chat histories into one bloated context window doesn’t always make your agents smarter Look this "team solve harness" on Memdoor (rebuilding the GVS5H method): A stateless Qwen3.8 27B pipeline just scored 9.8 / 10 across a 5 pass parity test on LiveCodeBench Hard, beating a single call Fable 5 baseline (8.0 / 10). 49 of 50 runs solved. No prompt engineering voodoo. The moat is purely structural: - Zero shared chat history: Every role (planne

Posted by Alok (5.9k followers) 1 h ago · 4 likes · 220 views · view the original post on X. Kept by the Dev Radar as AI dev tools. Tools mentioned: memdoor.

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