gsd-ai-integration-phase

Generate an AI-SPEC.md design contract for AI system development phases.

Updated Apr 22, 2026
One-click install
npx skills add https://github.com/hadpadrahul/school-erp --skill gsd-ai-integration-phase
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: gsd-ai-integration-phase
Source: https://github.com/hadpadrahul/school-erp/tree/main/.codex/skills/gsd-ai-integration-phase
Command: npx skills add https://github.com/hadpadrahul/school-erp --skill gsd-ai-integration-phase

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

AI projects often lack a formal, shareable contract that defines chosen frameworks, research guidance, and evaluation strategy. This skill generates an AI-SPEC.md that captures decisions, requirements, and governance constraints, reducing ambiguity and rework.

Core Features & Use Cases

  • Orchestrates generation of AI-SPEC.md for AI integration phases, including framework selection, docs alignment, and evaluation planning.
  • Produces a structured, ready-to-use design specification that can be handed to researchers, software engineers, and stakeholders.
  • Supports scenarios from early planning to detailed design reviews, ensuring reproducibility and governance compliance.

Quick Start

Provide the phase number (optional) to generate the AI-SPEC.md for that phase.

Frequently Asked Questions about gsd-ai-integration-phase

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

FAQPage Schema
What is an AI design contract and why do I need one for framework selection?

An AI design contract is a structured specification document (AI-SPEC.md) that captures framework choices, research guidance, and evaluation strategy. You need it to reduce ambiguity and rework by ensuring consistent design documentation and governance compliance across AI integration projects.

How do I generate an AI design specification for my project's integration phase?

To generate an AI design specification, provide the phase number to the skill. It orchestrates the creation of an AI-SPEC.md file containing objectives, constraints, evaluation metrics, and an implementation plan aligned with official documentation and best practices.

Can I use this for early AI project planning or is it only for detailed design reviews?

You can use this for both early planning and detailed design reviews. The generated AI-SPEC.md supports scenarios across the entire project lifecycle, ensuring reproducibility and providing a structured design specification for researchers, engineers, and stakeholders.

What should be included in an AI-SPEC document for evaluation planning?

An AI-SPEC document for evaluation planning should include project objectives, constraints, evaluation metrics, and an implementation plan. It aligns framework selection and evaluation strategy with governance requirements to create a shareable contract for stakeholders.

Does this require any specific dependencies to produce the AI-SPEC.md?

No specific dependencies are required to produce the AI-SPEC.md. The skill orchestrates the generation of the design specification independently, relying on your phase inputs to align framework selection and evaluation planning with governance best practices.

When should I avoid using an automated AI-SPEC generator for workflow orchestration?

You should avoid using an automated AI-SPEC generator if your project lacks defined objectives or governance constraints. The tool relies on existing phase parameters to produce structured documentation, so ambiguous inputs will yield incomplete design specifications.