Agents build it. Your release process still governs it.
Agent-run delivery under NeuralWorks protocols. Specification, build, assurance, release.
- Tests as Spec onboarding for the target product area
- End-to-end coverage on existing features
- Agent-owned non-production pipelines
- Reviewed release path with two-person integrity
Where this has run.

Fenix Outdoor has ten brands across Europe and the USA — B2B and B2C, wholesale and direct, technical and lifestyle. The group wanted a shared operating spine without flattening what made each brand distinct.
The questions we actually get asked.
The Graph Execution Ledger records what the agent proposed and what it actually did. Two different logs, linked. The gap between them is the explainability artefact.
One person reviews the plan. A different person approves the release. Nothing reaches production on one signature, or on an agent’s authority. Ever.
It depends on test coverage, environment parity and observability. If those are not in place, the honest path is Platform Modernisation first.
Start with one thing that works.
A 60-minute working session with two of our engineers. You bring a delivery problem. You leave with a written assessment of where AI would help, where it would not, and what it would take to find out.
No pitch deck. No obligation.