{ "description": "Confidence thresholds of the cascade: the harness uses the model's answer when its calibrated confidence (calibration.json applied) is >= tau, and lets the agent LLM decide otherwise. Refit them for another agent LLM, other tools or another task family.", "rule": ">=", "agent_llm": "gemini-3.5-flash", "tool_select": 0.44503032941063925, "tool_params": 0.9958731532096863, "fitted_on": "the agent states of a shadow-mode calibration run (150 DecisionGym tasks, seeds 5000-5149, Gemini 3.5 Flash as the agent LLM), answered by this model with calibration.json applied", "source": "research/results/explore/e21b_shift_cascade/cal/fits.json; harness profile research/configs/harness/explore_e21b_e12_final.yaml" }