facap.git/scripts/closed_form_soft_ramp.py, branch agent/data-sync Unnamed repository; edit this file 'description' to name the repository. Add closed-form soft-ramp theorem and matched comparison 2026-06-09T20:26:47+00:00 YurenHao0426 Blackhao0426@gmail.com 2026-06-09T20:26:47+00:00 7dafd33f6e1847af9b6cffd3082335a2b9487762 Closed-form gap law note (34) + consolidated snapshot (35), with the comparison script reading the dense run's config/gaps from its output dir and evaluating the closed form on matched data and init seed plus a multi-init band. Corrected headline: corr(log,log) 0.933 matched / 0.982 five-init geometric mean; lam_min ensemble corr 0.987. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> 
Closed-form gap law note (34) + consolidated snapshot (35), with the
comparison script reading the dense run's config/gaps from its output
dir and evaluating the closed form on matched data and init seed plus a
multi-init band. Corrected headline: corr(log,log) 0.933 matched /
0.982 five-init geometric mean; lam_min ensemble corr 0.987.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>