Pi harness ablations: five variants, Qwen-specific tweaks gave no expected gains

yb2698 · x · 2026-10-12

Original write-up of the ablation study: starting from Pi 0.84.4, the author only tweaked pluggable Pi extensions or settings like system prompt, tool definitions and env output processing, testing five variants—verify-nudge, lean-prompt, qwen-code-tools, qwen-sampling, and qwen-code-full. The author expected Qwen-specific changes to help most, assuming Qwen models were heavily trained on their own harness; results showed no significant gains, with the full Qwen Code interface hurting the small model. Changes are kept simple and pluggable for release as Pi extensions.

Related event: Hands-on ablations show Pi harness tweaks fail to lift Qwen scores on Terminal-Bench Lite(5 posts)→

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