> Markdown version of [/videos/100387-testing-ai-workflows-locally-with-testcontainers?t=224](https://www.wearedevelopers.com/videos/100387-testing-ai-workflows-locally-with-testcontainers?t=224). 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). --- # Testing AI Workflows Locally with Testcontainers Are non-deterministic LLMs making your integration tests flaky and expensive? Discover how to use Testcontainers and mock dependencies to build deterministic, cost-free local test environments for AI workflows. - **Speakers:** [Anna Chernyshova](https://www.wearedevelopers.com/@anna-chernyshova) - **Event:** World Congress 2026 North America - **Published:** September 25, 2026 - **Duration:** 28:34 - **URL:** https://www.wearedevelopers.com/videos/100387-testing-ai-workflows-locally-with-testcontainers - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/0319d2bccb275fbcaa72f8f3e4203b8a/thumbnails/thumbnail.jpg?time=119995ms ## Access Playback and chapters for this video are available with a Free account. ## Related Moments - [Adopting AI tools for developer container workflows](https://www.wearedevelopers.com/videos/100183-from-build-to-breach-hacking-kubernetes-through-the-supply-chain) (from "From Build to Breach: Hacking Kubernetes Through the Supply Chain") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/6d67c6343539893cd057f106dca8a3e9/thumbnails/thumbnail.jpg?time=70590ms - [Exploring local artificial intelligence model testing using containers](https://www.wearedevelopers.com/videos/1514-what-s-new-with-spring-boot-and-containers) (from "What's (new) with Spring Boot and Containers?") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/74cbc26f1befe9b902305ecbeef5da8a/thumbnails/thumbnail.jpg?time=169385ms - [Adapting existing test automation scripts for AI agents](https://www.wearedevelopers.com/videos/1837-why-testing-matters-in-ai-luise-freese-and-elio-struyf) (from "Why Testing Matters in AI - Luise Freese and Elio Struyf") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/09d49cdcf98b5697b62d2b51f0686792/thumbnails/thumbnail.jpg?time=292700ms - [Developing a containerized AI code assistant locally](https://www.wearedevelopers.com/videos/1593-bootable-ai-containers-with-podman-desktop) (from "Bootable AI Containers with Podman Desktop") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/e975fc4d063dc2dbbe94b03f9477eee7/thumbnails/thumbnail.jpg?time=160675ms - [Orchestrating local developer environments with AI tools](https://www.wearedevelopers.com/videos/1392-mcp-mashups-how-ai-agents-are-reviving-the-programmable-web) (from "MCP Mashups: How AI Agents are Reviving the Programmable Web") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/01fc4500804dc60d3c14f3db02978ac1/thumbnails/thumbnail.jpg?time=230995ms - [Evaluating non-deterministic AI models with offline testing](https://www.wearedevelopers.com/videos/2145-validating-real-world-usefulness-of-ai-models-julia-kasper) (from "Validating Real-World Usefulness of AI Models - Julia Kasper") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/2d2a4b50fdc341e78ac03b3db2d5b45b/thumbnails/thumbnail.jpg?time=71720ms ## Related Articles - [How to Lead Quality Teams Through AI Transformation](https://www.wearedevelopers.com/magazine/791-how-to-lead-quality-teams-through-ai-transformation) - [MLOps And AI Driven Development](https://www.wearedevelopers.com/magazine/82-mlops-and-ai-driven-development) - [MLOps – What’s the deal behind it?](https://www.wearedevelopers.com/magazine/125-mlops-what-s-the-deal-behind-it) - [Building AI Solutions with Rust and Docker](https://www.wearedevelopers.com/magazine/494-building-ai-solutions-with-rust-and-docker) ## Related Jobs - [Senior AI Engineer](https://www.wearedevelopers.com/jobs/ext/4256728-senior-ai-engineer) at **ARM** - [Senior AI Platform Engineer](https://www.wearedevelopers.com/jobs/ext/3709265-senior-ai-platform-engineer) at **ARM** - [Senior AI Platform Engineer](https://www.wearedevelopers.com/jobs/ext/3711642-senior-ai-platform-engineer) at **ARM** - [Senior Web Software Architect, AI Experiences](https://www.wearedevelopers.com/jobs/ext/4523834-senior-web-software-architect-ai-experiences) at **TeamViewer Germany GmbH** - [AI Software Engineer (Germany)](https://www.wearedevelopers.com/jobs/48317-ai-software-engineer-germany) at **Sunhat** - [Senior AI Engineer (all genders welcome) - Developer Productivity & SDLC](https://www.wearedevelopers.com/jobs/ext/4042368-senior-ai-engineer-all-genders-welcome-developer-productivity-sdlc) at **Rosenxt Group**