How Do We Know AI-Generated Code Is Ready?

How do we know an AI-generated change is actually ready?

Not just "the code looks good."

Not just "the tests pass."

Not just "the agent says it's done."

We need evidence:

→ What requirement was implemented?

→ What changed?

→ What was tested?

→ What risks remain?

→ Who approved the result?

That is the idea behind Agile V: bring traceability, independent verification, and evidence gates into AI-assisted development.

Explore the projects

agile-v-skills

Agent skills for traceable requirements, independent Red Team verification, human gates, and compliance-ready evidence.

→ github.com/Agile-V/agile_v_skills

agentic-agile-v

A practical scaffold for running AI engineering with structured briefs, evidence bundles, validation gates, and risk-based workflows.

→ github.com/Agile-V/agentic_agile_v

From vibe coding to verified engineering.