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

Regime Table (State-Conditioned Gating)

protocolhypothesisoriginal
ClaimActuator selection is conditioned on five estimated regimes (G0, G1, R0, R1, U), each with allowed and prohibited actuator classes. The U regime defaults to null or minimal action.
This claim fails if
If state-independent actuator selection produces equal or better capacity outcomes than state-conditioned gating.

Design hypothesis

This table is a design hypothesis, not a validated protocol. The specific regime boundaries, action assignments, and whether this decomposition is the right one are all empirical questions. The claim is structural: actuator selection must be state-conditioned, and there exist states where null intervention dominates.

Regime definitions

RegimeDescriptionAllowed actuatorsProhibited actuatorsRationale
G0 (green-stable)PFC online, evaluative governance functionalState notice, reflection, value alignment, observation surfacingNone except coercive rhetoricUser can process reflective and value-relevant content
G1 (green-fragile)PFC functional but vulnerable, ascending limb near apexState notice, micro-controllability, low-load reflectionValue conflict confrontation, high-load planningReduce cognitive load; avoid value conflict escalation
R0 (red)PFC in reflexive mode, evaluative governance degradedNull, minimal state notice, micro-controllability, autonomic toolsValue alignment, high-load planning, complex observation surfacingAvoid uncontrollable demand; restore contingency
R1 (red-severe)Severely degraded capacity, safety concernsNull, minimal state notice onlyAll high-load promptsPrioritize safety and load reduction
U (uncertain)Cannot resolve regime with acceptable confidenceNull or minimal state noticeAny directive actionUncertainty demands conservative action

Clinical precedent

State-conditioned gating has established clinical precedent in motivational interviewing: balanced ambivalence exploration during unresolved ambivalence produces worse outcomes than selective evocation (Miller & Rose 2015; Magill et al. 2018).

Design note: productive stress

G1 may include both pre-degradation vulnerability and productive developmental stress. The system must not systematically intervene on productive stress. The U regime provides conservative protection. The understanding layer may eventually resolve this (see principle: productive-incoherence-distinction.md).

Discrete vs. continuous

An alternative is continuous confidence-weighted estimation with graduated actuator intensity. More consistent with the continuous inverted-U (Arnsten) and smooth MODAL gain curves (Inglis et al. 2022), but harder to test and harder to specify safe operating constraints. The discrete approximation is chosen for engineering tractability. E1 can answer "can we classify regimes?" more sharply than "can we estimate a continuous capacity variable with sufficient precision?"