Explainability

Overview

Explainability in CGOS is operational infrastructure for reviewers, not marketing copy. Decision transparency is tiered by audience, source-attributed in TAP lineage, and bounded by explicit limits in legal contexts.

Governance workflows

• Executive, technical, mathematical, and legal depth levels
• Causality graph for denials and escalations
• Source attribution in TAP reasoning lineage
• Explainability requests tied to governance events

Runtime supervision

• Runtime decision visibility for operators
• Confidence scores and calibration signals
• Drift monitoring with operator escalation paths
• Shadow mode review before production autonomy

Auditability & evidence

• Exportable explainability artifacts for auditors
• Replay comparison for decision forensics
• Not a substitute for counsel in legal contexts
• Institutional transparency without exposing model weights

Operational capabilities

• Runtime decision visibility
• Governance-linked explainability — not post-hoc excuses
• Human-readable escalation rationale
• Enterprise reviewer workflows

Operational boundaries

NerveMind CGOS provides operational governance infrastructure — awareness, traceability, and human authority — not autonomous legal interpretation or certification claims unless explicitly stated in a signed agreement.