ADR-007 - Adopt AI-Driven Development Workflow

Status

Accepted

Date

2026-06-10

Decision

Formalize a structured AI-assisted development workflow.

Context

The project increasingly relies on AI assistance.

Unstructured prompting leads to:

• inconsistent results
• repeated misunderstandings
• reduced maintainability

A repeatable workflow is required.

Alternatives Considered

Ad-Hoc Prompting

Pros

• quick to start

Cons

• inconsistent quality
• poor reproducibility

Structured Workflow

Pros

• predictable outcomes
• measurable quality
• improved collaboration

Cons

• initial setup effort

Decision Outcome

Adopt the following workflow:

Roadmap
    ↓
Task
    ↓
Plan
    ↓
Implementation
    ↓
Quality Gates
    ↓
Retrospective

Supported by:

• rules
• templates
• architecture documentation
• metrics

Consequences

Positive

• reproducible process
• measurable improvements
• easier onboarding

Negative

• more documentation

Follow-up Decisions

• metrics generator
• AI dashboard
• project analytics