Validated & In Development
GRID(Power Grids)
ValidatedPower Grid
Validated on two independent national grids: Finnish grid (365 days, N=490 FCR-proxy events, AUC-PR=0.483) and NESO GB (334 days, N=8,245 FCR-proxy events, AUC-PR=0.4443). Median lead time 29 min on NESO GB; 165 min on Finnish grid. 82.9% of NESO GB events detected ≥10 minutes before threshold.
29 min median lead time (NESO GB)
Explore AccessDECIDE(Decision Systems)
PreviewHuman Decision Environments
Uses BCI-M (three-variable extension with Vulnerability Index) to model accumulated cognitive burden. Six domain inputs: Cognitive Stability, Load Saturation, Volatility Escalation, Decision Distortion, Relational Friction, Values Alignment Signal. Framework locked. Live prototype — independent empirical validation not yet complete.
BCI-M framework locked
Explore AccessTRAFFIC(Road Networks)
AdvancingRoad Traffic Networks
BCI applied to traffic speed time series. Median lead time 98.5 min on METR-LA dataset. Cross-domain generalisation in progress. Preprocessing refinement underway.
98.5 min median lead time (METR-LA)
Explore AccessCLIMATE(Ecological & Climate)
AdvancingEcological / Climate Systems
Applied to NCEI PDSI data. Instability Mode Classifier (IMC) routes early instability signals to the BCI engine. Real-data validation in progress. IMC calibration ongoing to improve domain routing accuracy.
Real-data validation in progress
Explore AccessAI(ML Training)
AdvancingML Training Instability
Synthetic validation complete. Training instability follows early instability dynamics consistent with the BCI framework. Independent ground-truth validation on real training runs is ongoing and required before production use.
Synthetic validation complete
Explore AccessOn Roadmap
CLINICAL(Healthcare)
IncomingClinical / Healthcare
Physiological instability onset in patient vital sign streams.
SUPPLY(Supply Chain)
IncomingSupply Chain
Cascade failure onset in logistics and supply network stress.
INFRA(Infrastructure)
IncomingStructural / Infrastructure
Structural fatigue and resonance drift in infrastructure monitoring.
Ground truth for all validated GRID results: FCR-proxy events (|Δf| ≥ 0.10 Hz) — not operator-declared instabilities. Validated results are experimental and not safety-certified. AI and CLIMATE validation: synthetic / PDSI data only — independent real-world validation ongoing. Results do not replace operator judgment.