exhaustive-specification

Generate exhaustive specifications for autonomous AI systems from UI to database schemas.

4|2|Updated Feb 26, 2026

Search Tags:#documentation #specification #autonomous agents #requirements engineering #ai systems #adversarial refinement #bible standard

Ready to run

npx skills add https://github.com/wojons/skills --skill exhaustive-specification

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: exhaustive-specification
Source: https://github.com/wojons/skills/tree/main/skills/exhaustive-specification
Command: npx skills add https://github.com/wojons/skills --skill exhaustive-specification

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill addresses the critical issue of underspecified requirements for autonomous AI systems, ensuring that complex systems can be built by AI agents without human oversight by creating hyper-detailed specifications.

Core Features & Use Cases

Exhaustive Documentation: Generates specifications covering every detail from UI to database schemas.
Adversarial Refinement: Uses red-teaming and devil's advocate approaches to find and fix gaps.
Blind-Person Visualization Standard: Ensures specs are so detailed they can be visualized by anyone, regardless of sight.
Use Case: You need to build a complex AI-driven game engine. This Skill will generate a specification so complete that an AI agent can build the entire engine, including graphics, physics, and networking, without any human intervention or interpretation.

Quick Start

Use the exhaustive-specification skill to generate a detailed specification for an AI-driven game engine.

Frequently Asked Questions about exhaustive-specification

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

FAQPage Schema

How do I write specifications for autonomous AI agents to build complex systems without human oversight?▼

Exhaustive specifications for autonomous AI agents are generated using adversarial refinement and the Bible Standard, producing deterministic, implementation-agnostic blueprints covering UI, database schemas, and error handling to enable independent system construction.

What is the Bible Standard in requirements engineering for AI systems?▼

The Bible Standard in requirements engineering ensures specifications are hyper-detailed and deterministic, leaving zero ambiguity so autonomous AI agents can execute complex builds without needing human interpretation or intervention.

How does adversarial refinement work when generating detailed system specifications?▼

Adversarial refinement in specification generation uses red-teaming and devil's advocate approaches to actively find and fix gaps in requirements, ensuring complete coverage from UI to database schemas before AI agents begin building.

Can I use exhaustive specifications to document an AI-driven game engine with physics and networking?▼

You can use exhaustive specifications to document an AI-driven game engine completely, generating a blueprint so detailed that an AI agent can build graphics, physics, and networking modules without any human intervention.

Do I need existing requirements documentation before generating specs for autonomous agents?▼

No existing requirements documentation is needed as a dependency, because the Skill generates exhaustive specifications from scratch using blind-person visualization standards and adversarial refinement to achieve complete system coverage.