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Part of the Physics family.
WI-17: the pooled fit and training target, one per race x compound hardness rank. Each stint keeps its own intercept; within-stint demeaning removes it, beta is profiled on the grid and alpha is OLS through the origin. curve_incr_{5,10,15,20}_s is the curve over the fresh-tyre pace at tyre age 2 (the simulator’s anchor), the quantity Step 0 found identified (reliability ceiling 0.58-0.76) where alpha is not (0.07). fit_eligible: >= 3 qualifying stints (>= 5 laps over >= 2 ages) and >= 40 laps. No 2025 cells (no rank).

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10 tests guard this model - 8 generic, 2 singular.

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