Developer tests adaptive reasoning effort that lets LLMs pick their own thinking level

Amid debates over Qwen's thinking levels, a developer modified their harness so the LLM itself adjusts reasoning effort based on success/failure streaks, reporting noticeable speedups.

2026-09-06 ~ 2026-09-06 · 2 related posts

• Letting the Model Pick Its Own Thinking Effort: An Adaptive Harness Experiment — HeDo88TH · 2026-09-06
• Dev builds adaptive harness that auto-scales LLM reasoning effort up and down — milpster · 2026-09-06