I built Dao Heart 3.11 : a four layer alignment architecture whose core idea is values can evolve without losing identity

The Architecture:

Layer 0: Narrative Grounding

Layer 1: External Oversight

Layer 2: Hard Constraints

Layer 3: Internal Value Dynamics

The Eight Components:

Constraint Satisfaction Value Networks (CSVN)

Constitutive Reflection Engine (CRE)

Meta Cognitive Stability Observer (MSCO)

MDL Optimized Adversarial Ensemble

Asymmetric graceful degradation (hysteresis)

Dual Mode Goldfish Protocol

Upstream Commitment Nodes

Warmth Preservation Constraint

Code, Papers available at Github: