entropy-guard

Track session entropy, blast radius, and Trust Contract ceilings during pipelines.

Updated Apr 8, 2026
One-click install
npx skills add https://github.com/yiwei79/azoth --skill entropy-guard
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: entropy-guard
Source: https://github.com/yiwei79/azoth/tree/main/.opencode/skills/entropy-guard
Command: npx skills add https://github.com/yiwei79/azoth --skill entropy-guard

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Track session entropy, blast radius, and Trust Contract ceilings during pipelines to bound risk and prevent runaway changes.

Core Features & Use Cases

  • Real-time entropy tracking across turns and pipeline stages
  • Automatic checkpoint recommendations when approaching thresholds
  • Escalation triggers and clear reporting to human operators

Quick Start

Start entropy monitoring on an active pipeline and let it guide checkpointing and escalation decisions.

Frequently Asked Questions about entropy-guard

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

FAQPage Schema
How do I track session entropy during a pipeline to prevent runaway changes?

Session entropy monitoring tracks blast radius and Trust Contract ceilings across pipeline stages. It prevents runaway changes by triggering automatic checkpoints and escalation reports when risk thresholds are approached.

What is a pipeline checkpoint and when do I need it for risk management?

A pipeline checkpoint is an automated risk boundary triggered when session entropy approaches defined thresholds. You need it during the OPERATE phase to bound blast radius and prevent uncontrolled changes.

How do I set up threshold-based escalation triggers for pipeline risk management?

Threshold-based escalation triggers activate when session entropy and blast radius approach Trust Contract ceilings. This generates clear reports for human operators, ensuring automated risk decisions at pipeline stage boundaries.

Does entropy monitoring work without external dependencies or components?

Entropy monitoring operates without external dependencies or components. It integrates directly into the pipeline OPERATE phase to track session entropy, evaluate blast radius, and trigger checkpoints independently.

What is the best way to bound blast radius in automated pipelines?

The best way to bound blast radius is applying real-time entropy tracking alongside Trust Contract ceilings at stage boundaries. This generates automated checkpoints and escalation triggers, preventing runaway pipeline changes.

Why does my pipeline need session entropy tracking at stage boundaries?

Pipelines need session entropy tracking at stage boundaries to evaluate accumulated risk and blast radius. Without it, Trust Contract ceilings can be silently exceeded, causing runaway changes requiring manual escalation.