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ilandahan

aid-discovery

by ilandahan

AID - AI Development process - Complete methodology for AI-assisted full-stack software development. E2E process from raw ideas to deploy.

7🍴 1📅 2026年1月22日
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SKILL.md


name: aid-discovery description: AID Phase 0 - Research & discovery. Use for validating problem spaces, identifying stakeholders, defining success metrics, deciding whether to proceed.

Discovery Phase Skill

Phase Overview

Purpose: Validate problem space before committing to solution.

Entry: Initial idea/request exists, stakeholders available Exit: Problem validated, stakeholders identified, success metrics defined, go/no-go decision

Deliverables

  1. Problem Statement (SCQ format) - Validated, no solution assumptions
  2. Stakeholder Map - All affected parties identified
  3. Success Metrics - Quantified, measurable outcomes

Discovery Questions

Understanding Problem

  • What problem are we solving?
  • Who has this problem?
  • How painful? (Quantify)
  • What if we don't solve it?

Identifying Stakeholders

  • Who are end users?
  • Who owns data/process?
  • Who makes decisions?
  • Who else touches this?

Defining Success

  • What does success look like?
  • How will we measure?
  • What's minimum viable outcome?

Technical Feasibility

  • Is this feasible?
  • Major technical risks?
  • Required skills?
  • Infrastructure needs?

Problem Statement Template (SCQ)

## Problem Statement

### Situation
[Current state]

### Complication
[What's wrong]

### Question
[What solving this answers]

### Impact
- [Quantified impact]

### Success Metrics
| Metric | Current | Target |
|--------|---------|--------|
| [Metric] | [Now] | [Goal] |

Stakeholder Map Template

### Decision Makers
- [Name/Role]: [Responsibility]

### Data/System Owners
- [Name/Role]: [What they own]

### End Users
- [Type]: [How affected]

### Integrations
- [System]: [Relationship]

Common Pitfalls

PitfallFix
Solution-firstStart with "what problem?"
Missing stakeholdersAsk "who else touches this?"
Vague problemsIf can't measure, not defined
Assumption blindnessMake assumptions explicit

Phase Gate Checklist

  • Problem statement validated
  • All stakeholders identified
  • Success metrics specific
  • Technical feasibility assessed
  • Proceed/not-proceed decision clear
  • Scope boundaries established

Handoff to PRD

  • Validated problem statement
  • Stakeholder map
  • Success metrics
  • Constraints identified
  • Scope boundaries

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