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Automating end-to-end feature delivery is handled by a five-agent pipeline that processes a feature specification from plan grooming through PM gating, SWE implementation, testing, and PR merge. It enforces per-task commits and multi-stage approvals to ensure reproducible, auditable outcomes.

A deterministic feature delivery pipeline is an orchestrated process that converts a feature spec into a PR using defined stages like PM gating and testing. You need this when you require reproducible, auditable outcomes with task-level governance, multi-stage approvals, and per-task commits on a feature branch.

To enforce task-level governance and per-task commits, the feature delivery pipeline must implement per-task implementation and verification steps. This ensures each task within the feature branch is committed individually, coupled with frontmatter metadata enforcement and multi-stage approvals for auditable results.

Including human gating and optional self-improvement in an automated QA orchestration pipeline is supported through multi-stage governance. The pipeline features two human gates and an optional self-improve pass within its five-agent architecture to ensure deterministic, auditable feature delivery.

Running single-feature runs from plan grooming to PR merge does not require external dependencies. The pipeline operates autonomously using its internal five-agent architecture to handle implementation, testing, rollout, and multi-stage approvals without prerequisite packages.