Research frontier
LEARNING / 18 SEP 2026

The harness is not the world.

Narrows

Agent operating systems and self-improving runtimes now make persistence, recursive delegation, retained goals and cross-session refinement explicit infrastructure. Those capabilities do not establish that authority remained valid, evidence was complete or an external effect actually occurred.

  1. 01

    Separate within-trajectory credit from cross-trajectory weighting and outcome truth.

  2. 02

    Require protected-case regression and evaluator-independence checks.

  3. 03

    Preserve authority, consent and evidential origin through every update.

TIG-BenchTrajectory RuntimeAttestation Fabric
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