Report one disposable127600-target GPU update, default replay variation and bit-identical deterministic checkpoint/direct gradients on fixed TRAIN probes. No retained training or original model/runtime changes.
Report matched continuation controls and gates-only qualification
Report the complete policy-by-gate 2x2, six-comparison Holm correction and fixed-endpoint CPU Fable/FineWeb control, and disposable gates-only qualification. Original released weights unchanged.
14 days ago
Add full PIQA evaluation and controlled gate and routing diagnostics
Publish all four 1838-item CPU evaluations, corrected association statistics, seven gate reset/policy controls and numeric routing traces. Model weights and inference runtime are unchanged.
Document learned gates and qualify adaptation results
Add fixed CPU gate diagnostics, saved update-zero comparisons, posthoc PIQA controls and analytical batch memory accounting. Model weights and inference runtime are unchanged.
Random-initialized LOOM-derived backbone, MELT-style sharing and small visible-response SFT. Includes source, provenance, all fixed samples and limitations.