Move fast without losing control. AI generates plans, page objects, and specs
quickly, but nothing matters until it survives deterministic execution, artifact
capture, triage, and release control.
What this path is
This is the accelerated path for teams already embracing AI-generated tests.
Generation is not the value by itself. The value is a validation layer strong
enough to make the output safe.
Walkthrough structure
AI generation of plans, locators, and tests
Validation pass on structure and assumptions
Deterministic execution layer
Structured failure artifacts and classification
Release decision through GO / WARN / BLOCK
What you get
Validated AI-generated assets
Artifact-first failure outputs
triage-report.json
release-gate.json
Repeatable execution pipeline
Trust-based entry points
Low trust
AI-forward on a low-trust system will fail. This path is not the starting point.
Run anti-pattern validation first
Stabilize with Sprint 3–5
Adopt AI-forward only after trust improves
Medium trust
Acceleration becomes possible if the validation layer is added immediately.
Sprint 14 — Artifact Contract
Sprint 15 — CI Failure Triage Agent
Sprint 17 — Release Gate Agent
High trust
This is where the AI-forward path actually works well.