Instruments, not black boxes.
Each tool observes the same core from a different angle: image, signal, text, learning, regime change. The goal is not to produce one more score, but to make the regime readable.
Test an image
An image is not just a surface. It is a field of coherence: the |K-G| sandbox shows where form tightens, breaks or changes regime.
Everything stays local in the browser.
Continue, stop or restore
MemGuard reads step / train_loss / validation_loss logs to distinguish three regimes: beneficial learning, Orange-Red exit, or No-Entry.
Official Two-Door controller: stop + best checkpoint restoration, with public V10a results.
Reading pédagogique multi-domaines
Quickly read a signal, sensor, weather, simple series or AI log CSV. AI mode provides a first indicative reading.
This reader does not replace the official MemGuard Two-Door controller.
View before / after
A series does not speak only through its peaks. V2 locates a zone to examine, compares before and after, then exports a local report.
Indicative reading : utile pour explorer, pas pour conclure seul.
Read l’état complet
A single column does not tell the whole story. V2.1 reads several variables as a state: what moves together, what carries the rupture, what changes form.
Faithful to the AI pack for train_loss / val_loss. Experimental for sensors, engines and signals.
Before the visible peak
Reality does not shift only at the peak. First Alert looks for the invisible preparation: when the present no longer behaves as before.
Not a certified forecast. A behavioral alert to examine.
Read the shape of a signal
V29 reads a numerical series as a dynamic: oscillation, drift, shift, intermittent burst or high variability.
Separate tool from V28.1: no AI vocabulary, no certified diagnosis, local data.
When a text closes
A text can also close. INSACERMO Text reads repetition, dispersion, coherence and openness to show whether a thought holds, loops or keeps a possible continuation.
Not a chatbot. No AI model is called. Everything stays local.
Repair less, break less
Une réparation minimale IA cross-architecture : agir seulement quand la géométrie semble sûre, et s’abstenir quand l’action risque de nuire.
HARD garde 0 harm dans l’audit public V67F. Résultat expérimental, pas remplacement de l’entraînement.
Notebooks / Colab
Access the corpus documents, scripts and reproducible examples.