Capability-Gated Multi-Model Architecture
CGM
Implementation constraint layer: capability follows participation, not convenience.
Position
CGM is not a theory of structural drift. It is an implementation constraint layer that operationalizes a requirement of AAT-R: Representational delegation must not collapse into substitution.
CGM defines interaction constraints intended to preserve user authorship under machine-speed assistance.
Substitution Risk
Delegation creates a structural risk.
When model output increasingly replaces user reasoning rather than extending it, user contribution may persist formally while losing functional relevance. Over repeated interaction, this produces authorship degradation without visible exclusion.
CGM is designed to prevent long-run collapse of user reasoning under sustained system use.
Design Principle
System capability is conditional on demonstrated engagement.
Model depth is not provisioned as a fixed service. It scales with meaningful user contribution. Capability therefore tracks participation rather than bypassing it.
This is an architectural constraint, not a behavioral intervention.
Architectural Components
Full synthesis is withheld until initial user reasoning is provided. This preserves upstream authorship and prevents zero-input delegation.
Model abstraction and synthesis depth scale with engagement quality. Declining participation results in reduced output depth. Increased participation restores capability. The system maintains a reversible coupling between engagement and assistance.
User contribution and model augmentation remain distinguishable. This maintains epistemic traceability and prevents silent substitution.
Structured alternative framings may be introduced prior to resolution. This limits convergence around a single interpretation and preserves authorial selection.
Reversibility
CGM is non-punitive and reversible. Capability adjusts in response to engagement. No permanent degradation occurs.
Failure Conditions
CGM fails when:
- Friction is removed to optimize retention or convenience.
- Users consistently prefer substitution.
- Optimization targets engagement metrics rather than authorship preservation.
- Initial inputs become ritualized.
- Institutional integration bypasses gating constraints.
CGM remains vulnerable to economic incentives that reward throughput over structural authorship.
Relation to AAT-R
AAT-R specifies representational delegation as structurally necessary in machine-speed systems. CGM specifies how such delegation avoids substitution collapse.
AAT-R without constraint risks identity fusion. CGM without representational delegation reduces to isolated cognitive hygiene. Together, they aim to preserve non-zero outcome sensitivity to human-authored constraints.
One Sentence
CGM is a capability-gated interaction architecture that conditions model depth on demonstrated engagement in order to preserve human authorship within AI-mediated systems.
Capability follows participation, not convenience.