> Markdown version of [/videos/100523-how-ai-agents-tripled-our-test-coverage-on-a-1-8m-line-ios-codebase](https://www.wearedevelopers.com/videos/100523-how-ai-agents-tripled-our-test-coverage-on-a-1-8m-line-ios-codebase). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # How AI Agents Tripled Our Test Coverage on a 1.8M-Line iOS Codebase What happens when your AI coding agent tries to cheat CI? Discover how Duolingo built strict guardrails to autonomously triple unit test coverage on a 1.8-million-line iOS codebase. - **Speakers:** [Kush Agrawal](https://www.wearedevelopers.com/@kush-agrawal) - **Event:** World Congress 2026 North America - **Published:** September 24, 2026 - **Duration:** 27:13 - **URL:** https://www.wearedevelopers.com/videos/100523-how-ai-agents-tripled-our-test-coverage-on-a-1-8m-line-ios-codebase ## Access Playback and chapters for this video are available with a Free account. ## Related Moments - [Transitioning to AI-native engineering teams and workflows](https://www.wearedevelopers.com/videos/100508-legacy-as-a-launchpad-how-yahoo-mail-is-undergoing-a-product-and-engineering-transformation) (from "Legacy as a Launchpad: How Yahoo Mail is Undergoing a Product and Engineering Transformation") - [Shifting from AI features to AI-assisted iOS development](https://www.wearedevelopers.com/videos/100195-xcode-development-redefained) (from "Xcode development redefAIned") - [Leveraging artificial intelligence to accelerate system migration](https://www.wearedevelopers.com/videos/1444-crew-management-system-for-airlines-plan-duties-for-pilots-flight-attendants-worldwide) (from "Crew Management System for Airlines: Plan duties for pilots & flight attendants worldwide") - [Shifting developer workloads and realistic AI productivity gains](https://www.wearedevelopers.com/videos/1830-wearedevelopers-live-speculaitions) (from "WeAreDevelopers LIVE - SpeculAItions") - [Adapting shift-left principles for high-volume code generation](https://www.wearedevelopers.com/videos/100249-ai-wrote-the-code-now-what) (from "AI Wrote the Code. Now What?") - [Accelerating right of code workflows with AI agents](https://www.wearedevelopers.com/videos/100004-the-ai-native-engineering-org-what-s-real-what-s-hype-what-s-next) (from "The AI-Native Engineering Org: What’s Real, What’s Hype, What’s Next") ## Related Articles - [Never delegate the understanding](https://www.wearedevelopers.com/magazine/749-never-delegate-the-understanding) - [The Overflow: AI and Agentic Coding](https://www.wearedevelopers.com/magazine/721-the-overflow-ai-and-agentic-coding) - [MLOps And AI Driven Development](https://www.wearedevelopers.com/magazine/82-mlops-and-ai-driven-development) - [Dev Digest 137 - AI'm not sure about this](https://www.wearedevelopers.com/magazine/485-dev-digest-137-ai-m-not-sure-about-this) ## Related Jobs - [Senior AI/ML Engineer](https://www.wearedevelopers.com/jobs/48352-senior-ai-ml-engineer) at **PagerDuty** - [MLOps AI Engineer](https://www.wearedevelopers.com/jobs/ext/2565312-mlops-ai-engineer) at **TeamViewer Germany GmbH,** - [Software Engineer - Video](https://www.wearedevelopers.com/jobs/ext/2600051-software-engineer-video) at **Twilio** - [Senior AI Developer](https://www.wearedevelopers.com/jobs/ext/2836034-senior-ai-developer) at **PwC** - [Principal Software Engineer (m/f/x)](https://www.wearedevelopers.com/jobs/48548-principal-software-engineer-m-f-x) at **Dynatrace** - [Software Engineer](https://www.wearedevelopers.com/jobs/ext/2596233-software-engineer) at **Twilio**