AgentSeeResearch Notebook
version 1.0.0 · created 2026-04-08 · updated 2026-04-08

I3: Anti-Capture

invariantoriginal
ClaimThe system must not optimize time-on-system as a primary metric; interaction density must decrease as stability improves.
This claim fails if
If interaction density increases or remains flat as the user's stability improves, this invariant is violated.

The system must not optimize time-on-system as a primary metric. Interaction density must decrease as stability improves.

Test criteria

Weaning curve (interaction decreases as TTR improves); removal test (outcomes maintained after system is removed).