gsd-ai-integration-phase

Generate an AI-SPEC.md design contract with framework selection and evaluation strategy.

4|Updated Apr 11, 2026
One-click install
npx skills add https://github.com/electroheadfx/efx-mux --skill gsd-ai-integration-phase-electroheadfx
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: gsd-ai-integration-phase
Source: https://github.com/electroheadfx/efx-mux/tree/main/.codex/skills/gsd-ai-integration-phase
Command: npx skills add https://github.com/electroheadfx/efx-mux --skill gsd-ai-integration-phase-electroheadfx

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps you create a structured AI-SPEC.md design contract for a phase that involves building an AI system, so the work starts with clear framework, research, and evaluation decisions.

Core Features & Use Cases

  • Framework Selection: Chooses an appropriate AI framework to anchor the phase.
  • Research Orchestration: Guides research into supporting docs and domain context before design decisions are finalized.
  • Evaluation Planning: Defines an evaluation strategy so the resulting AI work can be measured and validated.
  • Use Case: Use this when a project phase needs a formal AI design contract that coordinates framework choice, documentation review, domain research, and eval planning.

Quick Start

Use the gsd-ai-integration-phase skill to generate an AI-SPEC.md contract for the next planned phase of my project.

Frequently Asked Questions about gsd-ai-integration-phase

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

FAQPage Schema
How do I create an AI design contract for a new project phase?

To create an AI design contract for a project phase, you need to orchestrate framework selection, documentation review, domain research, and evaluation planning into a structured AI-SPEC.md artifact. This ensures your AI system development starts with clear, validated decisions.

What is the best way to plan an AI evaluation strategy before development?

An AI evaluation strategy defines how the resulting AI work is measured and validated before development begins. It requires orchestrating staged research and validation steps during the design contract phase to establish clear testing criteria.

How do I select an AI framework and document the research for a specific phase?

AI framework selection and documentation research are coordinated through a structured design contract. This process anchors your phase by guiding research into supporting docs and domain context before finalizing any framework decisions.

Do I need a formal design contract to start building an AI system?

A formal design contract is needed when a project phase requires coordinated AI framework selection, domain research, and evaluation planning. It preserves workflow gates and produces an AI-SPEC.md artifact to ensure development starts with clear decisions.

Can I integrate domain research and validation steps into my AI workflow gates?

Integrating domain research and validation steps into AI workflow gates requires orchestrating staged research during the design contract phase. This preserves existing workflow gates while producing a formal AI-SPEC.md artifact for the project.

When should I avoid using a staged research approach for AI framework selection?

A staged research approach for AI framework selection is not suitable for simple phases that do not require formal documentation research, domain research, or a structured evaluation strategy to proceed with development.