GPT-5.4-mini produces shorter, terser outputs by default. Vanilla accuracy dropped from 69.5% to 47.2% across 12 tasks (1,800 evals). The official RLM implementation dropped too (69.7% to 50.2%). Our implementation - where the model writes Python to query data instead of attending to all of it with