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SaaS & Startups

The Factory That Builds Itself

Agentic Delivery · February 15, 2026

Intake issue created Worker TDD + implement PR review + CI Merge ship to main next issue 2,500+ issues 29 min median 5 min PR merge

The Engagement

The Agentic Delivery platform is built and maintained by its own factory. Every improvement — new features, bug fixes, infrastructure changes, compliance updates — ships through the same intake → worker → PR → merge pipeline that customers use. This is not a demo environment; it is the production system building itself.

What Was Delivered

The factory continuously delivers its own platform:

  • Autonomous intake creates and prioritises issues from requirements
  • AI workers claim issues, write tests first (TDD), implement, and open PRs
  • CI/CD pipeline validates every change before merge
  • Self-healing mechanisms detect and recover from failures automatically

Results

  • 2,500+ issues delivered through the autonomous pipeline
  • Median resolution time of 29 minutes per issue
  • Median PR merge time of 5 minutes
  • Continuous improvement — the factory gets better at building itself with every iteration