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Reproducible multi-sensor NDR instrument (C++20). Correlates aRGus (ML) + Suricata + Zeek + Wazuh into a Kuzu graph by community_id; characterizes each lens's bias vs labelled ground truth. A forensic record of where ML-for-NIDS actually fails. Research artifact, not production.
Behavior JIT for production AI. Models handle novelty; Ink turns proven behavior into software — repeated, verified decisions served locally as Fast Paths and deoptimized automatically when reality changes.
Minimal-but-complete AI agent harness: LangGraph tool loop, LiteLLM multi-model routing, layered memory, sandboxed tools & multi-agent tasks, plus a deterministic fast-path runtime where the LLM writes its own zero-model detectors. FastAPI + React.