The human brain reasons on 20 watts. Current AI burns megawatts to produce a single token. Xerial builds intelligence from atomic primitives that activate only what's needed — 47x less energy, same hardware, better results.
Traditional AI systems are monolithic black boxes. Xerial decomposes intelligence into atomic units — small, verifiable, composable primitives that combine into arbitrarily complex reasoning systems.
From foundational reasoning to edge deployment, Xerial covers the full AI lifecycle.
The atomic reasoning engine. Decompose any task into verifiable reasoning atoms that compose into reliable intelligence chains.
A knowledge graph that learns. Maps your domain into an atomic knowledge structure that evolves with every interaction.
Run atomic intelligence anywhere. Deploy reasoning atoms to edge devices, browsers, or serverless functions with zero cold starts.
A composable pipeline from raw data to deployed intelligence, with full observability at every stage.
Structured primitives
Logical composition
Domain intelligence
Adaptive systems
A three-part series establishing the theoretical and empirical foundations of compositional, verifiable AI built from first principles.
Introduces reasoning atoms as minimal, verifiable units of inference and the algebraic framework governing their composition into molecules of arbitrary complexity.
Shows that reasoning atoms spontaneously self-assemble into knowledge graphs via energy-based bond formation in a joint embedding space.
Defines a global energy functional over atomic configurations enabling autonomous multi-step reasoning through gradient descent.
Join the private beta. Get API access and start composing intelligence from first principles.
Free during beta. No credit card required.