Open protocols for agentic arbitration and non-invertible reasoning. Frontier infer-structure that breaks the scaling curve. A productized PCF platform shipping today.
The open protocol stack for the agentic web. Xchange arbitrates competing agent answers by structural convergence. WARF-Edge and Xfer exchange non-invertible signatures for on-device matching and institutional transfer — privacy by mathematical construction.
Inference control that breaks the scaling curve. Refinery's vibe_paradigm reaches a regime the canonical scaling laws say requires 10× more training compute. Now extended to JEPA latent prediction: −80% MSE across four dynamics regimes, an unsupervised κ-gate that locks onto shocks.
Productized PCF detection at pcfic.com. Compass for LLM routing, Laminar for training-free network anomaly detection, Stratum for industrial sensor fault classification. CPU-native, zero training data, sub-millisecond detection.