Core Constraints of Alignment Theory
Alignment Theory is built around constraints: recurring structural limits that determine whether systems remain coherent or collapse under pressure.
Constraint 1 - Cognitive Load Collapse Threshold
Formal: When sustained cognitive load exceeds integration capacity, the system shifts from truth-seeking optimization to identity-protective stabilization.
Plain: When the mind is overloaded for too long, it stops trying to understand reality and starts trying to protect itself.
Constraint 2 - Complexity Integration Limit
Formal: No system can increase complexity indefinitely without either increasing integration capacity or fragmenting.
Plain: Complexity requires integration. Without added capacity, complexity becomes fragmentation.
Constraint 3 - External Control Scaling Law
Formal: External control scales faster than internal regulation but degrades coherence over time.
Plain: Pressure can create fast order, but if it replaces internal regulation, coherence decays.
Constraint 4 - Internal Regulation Scaling Law
Formal: Internal regulation scales slower than external control but preserves coherence over time.
Plain: Internal regulation is slower to build, but it creates more durable alignment.
Constraint 5 - Forced Integration Collapse
Formal: Meaning cannot survive forced integration.
Plain: A system can be forced to comply, repeat, or conform, but it cannot be forced to generate meaning.
Constraint 6 - Certainty Before Integration
Formal: Certainty adopted before integration functions as control rather than truth.
Plain: When certainty arrives before understanding, it stabilizes identity more than it reveals reality.
Constraint 7 - Identity Hardening Under Overload
Formal: Identity hardening is a compensatory response to sustained overload.
Plain: When a system is overloaded, it often becomes more rigid in order to reduce uncertainty and regulatory demand.
Constraint 8 - Recovery Suppression Collapse
Formal: When output demand repeatedly exceeds recovery capacity and downshift signals are overridden, the system preserves short-term output by sacrificing long-term regulatory sensitivity.
Plain: When output becomes identity, recovery becomes threat.
Constraint 9 - Signal Authority Loss
Formal: When internal signals are repeatedly overridden, the system reduces sensitivity to those signals and substitutes external scripts, stimulation, or control.
Plain: If you ignore the warning lights long enough, the system stops trusting them.
Constraint 10 - Slack Requirement
Formal: Coherence requires unused regulatory capacity.
Plain: A zero-slack system becomes brittle.
These constraints are working formulations. Alignment Theory is an evolving research framework, and the purpose of formalization is precision, not dogma.