Traceweave

TraceWeave builds intelligence from advanced dynamics: understanding how complex systems evolve over time. We turn that understanding into Phase-TITAN (PT), our post-transformer architecture for intelligence across machines, language, and interactive worlds. PT continuously evolves compact state from observations, tokens, actions, and events. Our work currently spans: • Training-free dynamics monitoring, using a PT encoder with no trained weights alongside dynamics estimation and calibration that adapt online to each machine stream • PT language models for persistent, on-device intelligence without transformer layers or a token-growing KV cache • Action-conditioned PT world models designed for persistent, branchable interactive worlds We collaborate with technical partners on focused pilots across machine intelligence, on-device language systems, and interactive worlds. Website: https://traceweave.net Contact: contact@traceweave.net