AI article

Qwen weight editing: how Astra reduced thinking loops

Community description: Qwen gained reported math accuracy after a targeted loop repair. The actual prompt shows Python and practice feedback; smaller Gemma found no established gain.

Dev.to | Nov 3, 2026 | Nikoloz Turazashvili (@axrisi)

Automated excerpt

Astra worked across many turns with Python, practice problems with answers and batched model-run feedback. Edited Qwen hit the cap in 33.1% of MATH-500 answers. The Qwen test allowed Python analysis, practice answers and batched model-run feedback.

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