Isolate the mechanism behind the gain.
Workflow
- State the claimed improvement.
- List changed components.
- Propose minimal controlled variants.
- Hold everything else fixed.
- Predict expected directional effects.
- Flag confounds such as context length or tool access changes.
Rules
- One ablation, one question.
- If multiple changes moved together, say attribution is weak.