gsd-ai-integration-phase

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

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

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill turns an AI feature phase into a clear design contract so teams can plan, research, and validate AI work before implementation starts.

Core Features & Use Cases

  • Phase Contract Generation: Produces an AI-SPEC.md that defines the scope and expectations for an AI system phase.
  • Guided Research Flow: Coordinates framework selection, documentation research, domain research, and evaluation planning in sequence.
  • Use Case: A product or engineering team can use it to prepare a reliable AI implementation plan for a new agent, ranking system, or decision-support feature.

Quick Start

Ask the assistant to generate an AI-SPEC.md for your next AI phase and include the phase number if you already know it.

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 when do I need one for AI system development?

An AI design contract defines the scope and expectations for an AI system phase. You need an AI design contract before implementation starts to plan framework selection, research documentation, and validate evaluation strategies.

How do I generate an AI-SPEC.md for a new agent or ranking system feature?

To generate an AI-SPEC.md, prompt the assistant with your next AI phase and include the phase number. It coordinates framework selection, domain research, and evaluation planning sequentially to produce the design contract.

Can I use this workflow orchestration for multi-agent evaluation strategy planning?

Yes, this workflow orchestration supports multi-agent evaluation strategy planning. It preserves workflow gates and handles phase-aware orchestration to design an evaluation strategy for end-to-end AI delivery.

Does the AI-SPEC generation require a pre-selected AI framework to start?

No, the AI-SPEC generation does not require a pre-selected AI framework. It supports phase-aware handling of optional or auto-detected inputs, allowing framework selection to occur during the guided research flow.

What is the best way to structure domain research for an AI implementation plan?

The best way to structure domain research is through a guided sequence that coordinates framework selection, documentation research, and domain research to produce a reliable AI implementation plan for decision-support features.

How does phase-aware handling manage optional inputs in AI design contract generation?

Phase-aware handling manages optional inputs by auto-detecting missing information during AI design contract generation. It preserves structured workflow gates to ensure multi-agent orchestration remains reliable across different phases.