What problem does it solve? Approval tickets on the Fianu compliance platform require consistent, auditable decisions, but manual review of every policy change is slow and inconsistent. This Skill produces autonomous approve/deny decisions gated by a confidence framework, with a full reasoning comment posted for audit on every ticket. ## Core Features & Use Cases - Confidence-gated decisions: Computes a 0.0–1.0 confidence score and only submits autonomous approvals or denials above defined thresholds; lower confidence posts advisory comments for human review. - Rule-driven reasoning: Applies the entity owner's LLM context rules to each decision, citing the specific rule that influenced the outcome, and caps confidence at 0.70 when no rule pod exists. - Full audit trail: Always posts a structured analysis comment (decision, confidence, justification, rules applied, impact assessment) before any approval or denial activity. - Use Case: A policy relaxation ticket arrives on a critical control. The agent fetches the ticket, diffs the policy change, finds an LLM context rule permitting this change type, computes 0.94 confidence, posts the analysis comment, and submits the approval activity automatically. ## Quick Start Ask the agent to review and decide on the pending Fianu approval ticket for a given policy change, posting its reasoning and acting only if confidence permits.