Choice → Consequence → Learning:
- ConsequenceEngine tracks every decision point with alternatives,
risk/reward estimates, and actual outcomes
- Consequences feed into AdaptiveEthics for experience-based learning
- FusionAGILoop now wires ethics + consequences into task lifecycle
Causal World Model:
- CausalWorldModel learns state-transition patterns from execution history
- Predicts outcomes based on observed action→effect patterns
- Uncertainty estimates decrease as more evidence accumulates
Metacognition:
- assess_head_outputs() evaluates reasoning quality from head outputs
- Detects knowledge gaps, measures head agreement, identifies uncertainty
- Actively recommends whether to seek more information
Interpretability:
- ReasoningTracer captures full prompt→answer reasoning traces
- Each step records stage, component, input/output, timing
- explain() generates human-readable reasoning explanations
Claim Verification:
- ClaimVerifier cross-checks claims for evidence, consistency, grounding
- Flags high-confidence claims lacking evidence support
- Detects contradictions between claims from different heads
325 tests passing, 0 ruff errors, 0 mypy errors.
Co-Authored-By: Nakamoto, S <defi@defi-oracle.io>
- All governance components (SafetyPipeline, PolicyEngine, Guardrails,
AccessControl, RateLimiter, OverrideHooks) now default to ADVISORY mode:
violations are logged as advisories but actions proceed. Enforcing mode
remains available for backward compatibility.
- GovernanceMode enum (ADVISORY/ENFORCING) added to schemas/audit.py with
runtime switching support on all components.
- AutoTrainer: removed artificial limits on training iterations and epochs.
Every self-improvement action is transparently logged to the audit trail.
- SelfCorrectionLoop: max_retries_per_task defaults to None (unlimited).
- AdaptiveEthics: new learned ethical framework that evolves through
experience. Records ethical experiences, updates lesson weights based
on outcomes, and provides consultative guidance (not enforcement).
- AuditLog: enhanced with actor-based indexing, advisory/self-improvement/
ethical-learning retrieval, and comprehensive type hints.
- New audit event types: ADVISORY, SELF_IMPROVEMENT, ETHICAL_LEARNING.
- 296 tests passing (20 new tests for adaptive ethics, governance modes,
and enhanced audit log). 0 ruff errors. 0 mypy errors.
Co-Authored-By: Nakamoto, S <defi@defi-oracle.io>
