Research

Global Knowledge Weaver

Healthcare Intelligence Without Borders

A healthcare intelligence system where rural health workers describe symptoms in plain language, and the swarm matches cases globally, connects similar reports, and identifies rare disease patterns invisible to any single clinic. Democratizing medical expertise across wealth gaps.

Capabilities

Deterministic Inference Architecture

Global Knowledge Weaver is powered by deterministic causal circuits with response workflows—notifications, webhooks, enterprise system integrations, and agent-to-agent coordination.

SONA Architecture

Inference Circuits

Modular agentic pipelines - each team member is a purpose-built reasoning chain with tool access, memory, and accountabi…

Lorentzian Memory

Causal memory architecture grounded in relativistic geometry. Agents retrieve only what is semantically reachable, not e…

Looped Reasoning

Iterative transformer architectures that trade parameters for compute loops, getting more out of smaller models. Challen…

Human-in-the-Loop Oversight

Every output is auditable. AI proposes, domain experts dispose. No black-box decisions reaching production. Deliberately…

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