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A cloud software factory is an automation loop around the software development lifecycle that uses a mix of AI agents and humans. The process involves agents for automatic issue triage, spec-driven development for ambiguous features, and self-improving code review. For well-scoped bug reports, an agent can generate a draft pull request, while more complex work first generates product and technical specs for human approval. The system also includes a review agent that provides a first pass on code and improves its own skills over time by synthesizing human feedback from comments.