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

P3: Stabilization Without Autonomy Loss

predictionhypothesisoriginal
ClaimState-conditioned bounded actions (state legibility, choice compression, micro-controllability tasks) reduce time-to-regulation without creating dependency or reducing long-term autonomous capacity.
This claim fails if
No TTR improvement, or autonomy decline, or increased monitoring anxiety, or increased dependency markers.

State-conditioned bounded actions (state legibility, choice compression, micro-controllability tasks) reduce time-to-regulation without creating dependency or reducing long-term autonomous capacity.

Tests

E2 (micro-randomized stabilization trial).