Research

Crisis Intelligence Network

Real-Time Disaster Response Coordination

During natural disasters, a swarm coordinates information across all affected regions simultaneously - news, government, social media, NGO reports - synthesizing resource needs and situational awareness in real time. Saving lives in the critical first 72 hours.

Capabilities

Deterministic Inference Architecture

Crisis Intelligence Network 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…

Interested in Crisis Intelligence?

This project is currently in research. Connect with us to learn more, contribute, or explore partnership opportunities.

Book a Consultation
View on GitHub Email Us

Other Projects