skeptic

Coordinate adversarial review loops between Worker and Skeptic with auditable logs.

12|1|Updated Apr 7, 2026
One-click install
npx skills add https://github.com/Space-Dinosaurs/DinoStack --skill skeptic-space-dinosaurs
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: skeptic
Source: https://github.com/Space-Dinosaurs/DinoStack/tree/main/.openclaw/skills/skeptic
Command: npx skills add https://github.com/Space-Dinosaurs/DinoStack --skill skeptic-space-dinosaurs

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Orchestrate a structured adversarial review loop to ensure task outputs are robust before sign-off, reducing risk and rework.

Core Features & Use Cases

  • Spawn a Worker to implement tasks while the Skeptic analyzes results.
  • Route findings, manage sign-off flow, and maintain an auditable exchange log for compliance.
  • Use in AI-assisted workflows that demand formal verification and iterative improvement prior to deployment or delivery.

Quick Start

Invoke Skeptic with your task arguments to start the adversarial review loop.

Frequently Asked Questions about skeptic

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

FAQPage Schema
How do I automate adversarial review for AI workflow sign-off?

Automated adversarial review is orchestrated by spawning a Worker to implement tasks and a Skeptic to analyze results. The protocol manages round-by-round evaluation, escalation, and formal sign-off while maintaining an auditable exchange log.

What is an adversarial review protocol for iterative task validation?

An adversarial review protocol coordinates an automated loop between a Worker and a Skeptic to validate task outputs. It routes findings, manages escalation, and enforces iterative refinement to ensure robust results before formal delivery.

How do I maintain an auditable log for prompt safety and compliance checks?

You maintain an auditable log for prompt safety by routing findings through a structured adversarial review loop. The protocol records round-by-round evaluations and formal sign-off decisions to ensure traceable compliance.

Can I use workflow orchestration to manage round-by-round task escalation?

Yes, workflow orchestration manages round-by-round task escalation by coordinating between a Worker and a Skeptic. It routes findings, handles escalation logic, and tracks iterative improvements until formal sign-off is achieved.

When do I need formal sign-off with an auditable exchange log in AI-assisted workflows?

You need formal sign-off with an auditable exchange log when AI-assisted workflows demand rigorous validation and traceable decision-making prior to deployment. The adversarial review protocol ensures iterative refinement reduces risk and rework.

Does the Skeptic protocol require any dependencies to orchestrate sign-off?

No, the Skeptic protocol requires no external dependencies to orchestrate sign-off. It independently coordinates the adversarial review loop, manages escalation, and generates the auditable log for workflow validation.