Software Delivery Pipeline

The team establishes the architecture, engineering, domain and quality rules independently of individual project work, and converts them to checks an AI can execute. These rules and checks are maintained as part of the repository. As new ideas arise over time, a developer uses AI to turn each one into a separate epic draft. Each draft defines the objective and definition of done, captures the relevant constraints and dependencies, and sets out verifiable outcomes.

Each epic then passes through planning, implementation and documentation reconciliation in sequence. In every stage, separate maker and checker roles divide creation from review: the maker creates or revises the work, while the checker evaluates it against the applicable checks. Findings are addressed or dismissed with a recorded reason before the work is checked again.

The pipeline records the state of each run, confines writes to defined paths and can resume interrupted work. Nuitio uses it to deliver software projects. Its core principles are transferable, while each implementation is adapted to the repository, language, domain and task.

A repository audit applies the same controlled model to the existing codebase as a whole. The team defines the audit scope, applicable checks and definition of done. The checker then applies the selected checks; the maker remediates findings or dismisses them with a recorded reason. The review repeats until the definition of done is met. Documentation is reconciled with the code at the end.