Astrognosy AI delivers massive leaps in agentic coordination through patented Positional Correlation Fields — ultra-lightweight, deterministic sequence pattern recognition running natively on end-user silicon. We release only what has been built, benchmarked, and is ready for pilots.
Plain language. No hype. What's actually filed, ratified, and shipping.
Drawing off of 15 years of foundational inference work, Astrognosy holds 200+ claims across 4 patents (pending). Our IP covers our novel geometric inference engine — Positional Correlation Fields — and its current and future implementations.
In addition, Astrognosy has filed two active protocol standard drafts with the IETF.
Astrognosy is an engineering-first initiative and our public-facing verticals are not the entirety of our work. We release only what has actually been built, benchmarked, and at a minimum: ready for pilots.
Four results, all reproducible. Refinery and JEPA show the inference frontier moving on language and world models. Laminar and Beacon show the engine clearing a bar the rule-based and ML-trained incumbents miss.
GPT-2 medium · 83.7% win rate · < 1 ms overhead.
A perplexity / diversity regime that canonical scaling laws say requires ≈10× more training compute. Plain Pareto-frontier sampling at fixed model size, no retraining.
Open results →4 / 4 worlds improved · 4 / 4 shocks detected (κ-gate, unsupervised).
Plain JEPA accumulates 12.3× drift in the impulse world. REFINERY cuts it to 3.5×. The κ-gate flags structural change-points without supervision.
Read the full report →CICIDS2017 · BruteForce / DDoS / PortScan / DoS / Web · ~1.5 ms per trace.
Calibrates on benign traffic only — every attack it detects is "unknown" by definition. In Xu & Liu (2025), supervised MLP and 1D-CNN collapse to F1 ≈ 0.30 on novel attacks. Laminar lands at ≈ 0.929 macro on a Raspberry Pi.
Open Laminar →CWRU bearings · Inner 0.911 · Outer 0.819 · Ball 0.758 · benign-only calibration.
Bearing faults from vibration / RPM / motor-current — no fault training data. Same engine fuses LIDAR, IMU, encoders, cameras, and thermal data for robotic sensor-fusion anomaly detection.
Open Beacon →Four patents, two open IETF drafts, a runtime that fits in a TEE, and a productized commercial layer (PACIFIC) that converts the science into recurring revenue today.
4 patents covering the geometric inference engine itself (PCF) and its implementations, plus two active IETF Internet-Drafts:
PCF and Refinery reach perplexity / diversity regimes traditional systems require ten times more training to match.
Compiled WASM/C binary fits in < 23 KB. Compiles natively inside silicon secure enclaves. Designed for OEM integration.
Astrognosy is the research core that powers PACIFIC — Compass LLM routing, Laminar intrusion detection, Beacon signal anomaly. Pacific ships today on pcfic.com; Astrognosy ships the next layer.
Click through or autoplay the full scientific thesis presentation — fifteen years of research on Positional Correlation Fields, distilled into nine slides.
We welcome formal outreach from corporate development, venture partners, and acquisition teams. Direct line to the principal researcher.