Brief note. The full JSON manifest schema (windows, thresholds, mapping, guards, registry/printing) is available at:
https://github.com/OMPSHUNYAYA/Symbolic-Mathematics-0over0-Limits
Tiny reminder (ASCII).
Clamp : eps_a = 1e-6; a := clamp(a, -1+eps_a, +1-eps_a)
Alignment : a_div := tanh(atanh(a_f) - atanh(a_g)) # clamp before atanh
Near ties : declare T_p, T_q; compare (Delta_p, Delta_q) lexicographically
Collapse : phi(<m,a>) = m
Manifest tip: publish {eps_a, T_p, T_q, windows, K, R2_min, mapping, a_g_ref}
Observation-only stance.
This series is observational. It informs analysis and teaching; it is not an operational or safety system.
Redistribution.
No third-party raw data are included unless a dataset’s licence explicitly permits it; we link to original sources instead.
Classical parity reminder (ASCII).
phi(<m,a>) = m
a_div = tanh(atanh(a_f) - atanh(a_g)) # alignment is metadata; headline class from rates
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