Integrity lab

LIVE

NGIS-style local spine and MG-MOSES. Probabilistic only. Necessity cap 87% on open systems.

NGIS spine

LIVE

ingest → gate → commit → local notary. Reject skips commit. No remote notary.

  1. Log empty. Ingest to begin.

Kalman filter

probabilistic

Noisy ingest vs filtered state. Not a sealed prediction.

Plackett–Luce ranking

probabilistic

P(first) over module strengths. Not a necessity score.

  • Hector36%
  • GhostKart28%
  • GhostAmp21%
  • Lab16%

Isotonic calibration

probabilistic

Pool-adjacent-violators on a toy confidence set.

Residual agents

probabilistic

Mixture weights, not a council of truth. Refresh to resample.

  • Gatekeeper9%

    Hold high-curvature claims

    residual 44%

  • Smoother11%

    Kalman residual on the ingest

    residual 38%

  • Ranker46%

    Plackett–Luce over skills

    residual 41%

  • Calibrator35%

    Isotonic on stated confidence

    residual 30%