GeoFiber
Patent-pending geometric inference architecture: peer-learned normal, dimensional explainability, calibrated bounds.
Inference across the geometric manifold.
Traditional AI anomaly detection relies on brittle static thresholds or black-box neural scores. GeoFiber takes a fundamentally different mathematical approach: mapping entities onto a high-dimensional geometric manifold, learning normative curvature from peer cohorts, and providing mathematically provable explanations for every observed deviation.
Core Architectural Properties
Peer-Learned Normal
No thresholds, no hand-written rules. GeoFiber learns what normal looks like for each entity from the behavior of its peers — and keeps learning as the population moves.
Explanations, Not Scores
Every detection names the dimensions that changed and the peer context that makes the change anomalous. Operators get evidence they can act on; reviewers get reasoning they can audit.
Calibrated Confidence Bounds
When an entity falls outside what the engine can support, it declares its boundary — a calibrated statement of confidence rather than an opaque guess. The foundation of assured autonomy.
Domain-Portable by Design
The same underlying geometric manifold operates across clinical EMR records, industrial machinery, spacecraft telemetry, and enterprise intelligence. Retargeting is an ontology swap.
Operational Frontiers
Proven across mission-critical dual-use environments and enterprise intelligence pipelines.
MISSION & SYSTEM HEALTH
Fleets of nominally identical aircraft, spacecraft, and vehicles never behave identically. GeoFiber learns each asset's expected envelope from its peers and surfaces the tail number drifting from the fleet — early enough to act.
ASSURED AUTONOMY & EXPLAINABLE DECISIONS
Autonomy that cannot explain itself cannot be accredited. GeoFiber's outputs carry their reasoning and a calibrated confidence statement, aligning directly with defense and mission-assurance requirements.
SCIENTIFIC DISCOVERY
High-dimensional observational data hides structure that summary statistics average away. GeoFiber surfaces the entities, cohorts, and interactions that don't fit the population.
ENTERPRISE OPERATIONS
Commercial deployments in clinical workflows, revenue cycle operations, and industrial reliability. Plug in your data; curvature finds what your dashboards miss.
Licensing & Research Partnerships
The full 50-claim patent specification, peer evaluation benchmarks, and integration SDK are available under bilateral non-disclosure agreements.