Pi harness ablations: full Qwen Code interface hurt small models (-5.3 pts), none improved

yb2698 · x · 2026-10-12

Ablation experiments on the Pi 0.84.4 coding harness tested five variants: verify-nudge (self-check before submitting), lean-prompt, qwen-code-tools (tool names matching Qwen Code), qwen-sampling (model card sampling settings), and qwen-code-full (the whole Qwen Code interface inside Pi). The chart shows that on Qwen3.5-9B and Qwen3.8-27B every variant's 95% CI crosses zero—nothing meaningfully improved. Surprisingly, the full qwen-code setup lowered the small model's score (-5.3 pts on 9B), contrary to the expectation that Qwen models would be tuned to their own harness. Changes are built as pluggable Pi extensions for the community.

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

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