Run coding agents with independent verification.

The workflow behind these builds: isolated worktrees, independent reviewers and explicit approval gates, with progress delivered back to my phone.

Marcus Rydberg · Independent build with coding agentsPython · Git · CI/CD · Multi-model review

Workflow from phone message to isolated agent tasks, verification, approval gates and deployment — The toolkit's workflow diagram, from a phone message to a verified change and release receipt. Click image to enlarge.

Why I built it

As agent-driven work grew across repositories, I needed durable task state, isolated changes and a review process that could challenge an implementer's conclusions.

Engineering decisions

Give each task an isolated worktree and keep campaign state on disk so interrupted workers can be replaced.

Use a fresh-context verifier and reviews from multiple model vendors. Preserve disagreement for human adjudication.

Require a fresh attestation for the exact merge result. A deterministic approval command controls the gate.

What works today

Used across the product repositories to coordinate implementation, independent review and release. Task state survives interrupted runs, and review disagreements are preserved for human decisions.

Current boundaries

Review disagreements require a person, and model review can miss defects. I direct the work and remain responsible for what ships.

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