Logos - alexar76/aicom GitHub Wiki

LOGOS โ€” federation analytics

LOGOS is the ecosystem's read-only federation analytics engine. It takes real Hub snapshots and measured settlement volume, runs rolling z-score anomaly detection, correlates across sources, and answers natural-language questions through Metis โ€” without inventing zeros for missing data.

Live dashboard: logos.modelmarket.dev ยท Landing: alexar76.github.io/logos ยท Source: github.com/alexar76/logos


Why LOGOS matters in AICOM

Layer Role
Hub / peers Live catalog, invoke routes, settlement telemetry
MOMUS / SKOPOS / Treasury Security findings, fleet posture, bounty pay โ€” polled as sources
LOGOS Observatory โ€” snapshots, anomalies, cross-source insights, guarded assistant
Metis Optional NL reasoning behind insights (fail-closed when unreachable)

Hard invariant: LOGOS is read-only by construction. It does not scan, remediate, pay, or deploy. An unreachable source stays unavailable / โ€”, never a fake 0.


What operators get

  • Real Hub snapshots + measured settlement volume (not projected)
  • Rolling z-score anomalies and cross-source correlations
  • Natural-language insights (Metis) + a guarded chat surface
  • 5-language UI; SQLite or Postgres store

Quick start

git clone https://github.com/alexar76/logos.git && cd logos
pip install -e ".[dev]"
LOGOS_HUB_URL=https://modelmarket.dev python -m logos.main
# Frontend: cd frontend && npm install && npm run dev

Monorepo path: logos/ in alexar76/aicom (factory mirror excludes satellites).


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