HYDRA-C2: Multi-Domain Operations C2 Framework — 25 actors, 18 API endpoints, MIL-STD-2525B COP dashboard, OODA/kill-web doctrine, ADS-B/AIS/SDR signal intelligence

Safety-first, model-agnostic agent framework. Hard constraints are code, not prompts. Works with OpenAI, Anthropic, Ollama, HuggingFace, and LayerCake.

An application to improve the efficiency of rescue work after a flood, by estimating the locations of people in a stricken area and automatically allocating resources to rescue them.

AI that gets sharper while you sleep. Knowledge-grounded personas that cite their sources and improve nightly.

CIPHER engine for EVEZ-OS — OODA loop, manifold bootstrap, speculative pre-compute