How to distill domain tasks when frontier labs stop sharing thinking traces

thoquz · reddit · 2026-10-16

A Reddit discussion on building distillation datasets now that frontier labs no longer return thinking traces. The author wants to fine-tune a small Qwen/Gemma model for photo-to-3D-coordinate extraction but can only get final answers from frontier APIs.

Their proposed workaround: send the image+task to a frontier API for an answer-only pair, then feed the question+answer to another frontier model and ask it to reconstruct the reasoning that would lead there — a reverse-CoT style synthetic trace. They suspect mismatched-flavor traces may hurt quality and ask for better approaches. The thread covers the practical options for domain distillation in the no-CoT era.

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