Documents

Corpus public.

A clear page for public PDFs, Zenodo records and open resources. Sensitive elements remain under private review.

MemGuard V10a

Public PDF, verdict and evidence.

MemGuard 0.4 Two-Door distinguishes beneficial learning, Orange-Red exit and No-Entry. The public PDF presents the protocol, V10a results and limits without publishing private archives.

Public result

9 new trainings, 2 models, 2 datasets, 3 regimes. 3/3 benefits preserved, 3/3 exits detected, 3/3 No-Entry cases detected, 6/6 exact restorations and 0% median regret.

Weighted saving: 50.00% for MemGuard versus 41.67% for standard early stopping, i.e. +8.33 points in this bounded protocol.

The official MemGuard pack is used to understand and test the engine. It is not offered for public download on this page.

Public PDF

Resonance Key V2.2

Short public dossier: principle, scope and limits. Method details remain available under private review.

Open the PDF

resonance-key-v2-2.pdf

Private access

Technical packs

Full reports, sensitive ZIPs, private reproducible scripts and detailed method details are not published directly.

Request a private review

Zenodo and public resources.

Public background documents open on Zenodo or GitHub, as before. No private ZIP or complete technical pack is exposed here.

INSACERMO-R V3.1Results and associated public archive. Temporal memory of learningReference points on MemGuard / AI learning. Contraction of the future horizonBroad conceptual framework around memory and possibilities. Dynamic Coherence IIPublic record associated with the exploratory framework. Operational unification of dynamic viabilityReference points on viability and dynamic regime. INSACERMO - complementary recordPublic resource linked to the corpus. GitHub MemGuardPublic resource from the AI branch.