5 quality gates that let you ship 250% faster with AI coding agents

How do you give 120+ engineers AI coding agents — and NOT break production? Ryan Cormack, Principal Engineer at Motorway and AWS Community Builder (recognized as a Renaissance Developer by Werner Vogels), shares the exact system his team uses to ship 250% more deployments while keeping quality high. In this episode, we break down: 🔒 The 5 quality gates: Spec-driven planning — catch design issues before a single line of code is written AI-assisted code review — does the code match the plan? Deterministic tests (unit + integration) — automated safety net at the boundary Cyclomatic complexity checks — keep code maintainable Human review — the final gate stays human ⚡ Plus: How cross-functional DevOps teams enable faster AI adoption Running parallel agents to explore multiple solutions simultaneously Building custom tools on top of ACP (Agent Client Protocol) Sharing agent configurations across teams via Git + S3 pipelines The Renaissance Developer mindset: curiosity, ownership, systems thinking Why "software engineering isn't writing code anymore" 📊 Results: 250% increase in deployments 4x engineering throughput No uptick in production incidents 🔗 Resources & Links: 👤 Ryan Cormack: Website: https://ryancormack.com/ Medium:   / ryancormack   GitHub: https://github.com/ryancormack "ACP and Strands — an open source match":   / acp-and-strands-an-open-source-match   🛠️ Tools & Technologies discussed: Kiro IDE (spec-driven development): https://kiro.dev/ Kiro CLI & ACP: https://kiro.dev/docs/cli/acp/ Agent Client Protocol (ACP): https://github.com/zed-industries/age... Strands Agents SDK (open source): https://strandsagents.com/ 📚 Books mentioned: "The Phoenix Project" by Gene Kim: https://itrevolution.com/product/the-... "The Software Architect Elevator" by Gregor Hohpe: https://architectelevator.com/ 🎤 Also mentioned: Werner Vogels' Renaissance Developer framework (re:Invent 2025): https://www.aboutamazon.com/news/aws/... Clare Liguori (Senior Principal Engineer, AWS — Kiro & Strands): https://strandsagents.com/blog/author... Motorway: https://motorway.co.uk/ 🎙️ The AWS Developers Podcast New episodes every week — subscribe and hit the bell! Like and comment if this was useful — it helps more developers find these conversations 🙏