Publish clean federation GPU ablation and bottleneck audit

Audit federation leakage and enforce source provenance

Separate public research conversion from private P mobile release

Expose raster top-4 strokes and add end-to-end release lineage gate

Add fail-closed P formula release and student export

Add P-only formula adapter training and 3-seed gates

Add fail-closed local P Formula intake contract

Add online consensus audit and family-fusion runtime fix

Fix Python composite runtime and atomic export

Add fail-closed real P formula data contract

Correct shared-state lineage and add composite torch exports

Add P-track boundary auxiliary head smoke and shared encoder integration

Add AIFlow Math Ink 0.6 intermediate research snapshot