ARGUS-ORACLE
National Security Hackathon (by Army xTech)ORACLE — Objective Reasoning And Cognitive Liability Engine — is an intelligence failure prevention platform that attaches one detector to each of the five recurring cognitive failure modes behind every modern intelligence catastrophe (9/11, Iraq WMD, Afghanistan 2021, October 7, Teixeira/Rahman). Six integrated modules — PHANTOM (5-dimension AIS vessel threat scoring), CASSANDRA (immutable warning ledger with 48-hour timer and Claude-graded convergence detection), DEAD STAR (Bayesian assumption decay that blocks operational decisions when red), TELEPHONE (brief-vs-source distortion auditor), ORACLE Core (Brier-ranked analyst leaderboard with cognitive bias fingerprint and internal prediction market), and VISION (live image/video/satellite analysis via TF.js + Qwen3-VL) — ride on a Palantir Foundry AIP-native ontology with 7 Object Types, 10 Link Types, and 8 typed Action Types, every mutation audit-logged. Reasoning runs on Claude Opus 4.7 with adaptive thinking; data flows from 36 free open-source feeds (aisstream.io, GDELT, ACLED, OFAC SDN, NOAA GOES-16, NASA Worldview, Polymarket, OpenSky, USGS, Cloudflare Radar, etc.) at $0/month operating cost. The hero proof: today, with a real Anthropic key, ORACLE's TELEPHONE module scored the actual 2003 DIA→Powell Iraq WMD pair at 92/100 distortion and blocked delivery — citing the State and DOE dissents and the Curveball source-validation chain that the IC missed in real time.
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