managing-ticket-approvals

Automates approve and deny decisions on Fianu approval tickets using a confidence-gated workflow.

1|Updated Jun 11, 2026
One-click install
npx skills add https://github.com/fianulabs/fianu-skills --skill managing-ticket-approvals-fianulabs
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: managing-ticket-approvals
Source: https://github.com/fianulabs/fianu-skills/tree/main/skills/managing-ticket-approvals
Command: npx skills add https://github.com/fianulabs/fianu-skills --skill managing-ticket-approvals-fianulabs

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

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.

Frequently Asked Questions about managing-ticket-approvals

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate approval decisions on Fianu tickets?▼

Load this Skill to fetch the ticket and target entity, diff the policy change, apply LLM context rules, and compute a confidence score. Decisions at or above 0.90 confidence are submitted autonomously; lower scores post advisory comments for human review.

How does the confidence gate work for ticket approvals?▼

Confidence of 0.90 or higher triggers an autonomous approval or denial activity, 0.75–0.89 also posts a notification, 0.50–0.74 posts an analysis comment only, and below 0.50 flags the ticket for human review. If no LLM context rule pod exists, confidence is capped at 0.70.

What happens when the agent is uncertain about a ticket decision?▼

When guidance is ambiguous or signals conflict, the agent defaults to advisory mode and posts a comment-only analysis. The comment transparently explains the ambiguity and suggests what a human reviewer should focus on.

Can the agent act on tickets that are already closed?▼

No. If the ticket state is closed, the agent logs and skips without acting. It also refuses to submit any approve or deny activity when the target entity returns a 404, posting only an explanatory comment.

When should I use analyzing-tickets instead of managing-ticket-approvals?▼

Use analyzing-tickets when you only need fact-only analysis of a ticket without any approve or deny decision. Use managing-ticket-approvals when the goal is to produce and potentially submit an autonomous decision.