> Markdown version of [/videos/100387-testing-ai-workflows-locally-with-testcontainers?t=117](https://www.wearedevelopers.com/videos/100387-testing-ai-workflows-locally-with-testcontainers?t=117). 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 - [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) - [Infer Once, Run Everywhere: Zero-Token Architecture](https://www.wearedevelopers.com/magazine/783-infer-once-run-everywhere-zero-token-architecture) ## Related Jobs - [MLOps AI Engineer](https://www.wearedevelopers.com/jobs/ext/2565312-mlops-ai-engineer) at **TeamViewer Germany GmbH,** - [Tester - AI & Test Automation](https://www.wearedevelopers.com/jobs/ext/3758563-tester-ai-test-automation) at **ARM** - [Principal Solutions Architect, Professional Services](https://www.wearedevelopers.com/jobs/ext/3705353-principal-solutions-architect-professional-services) at **Docker, Inc.** - [ML Engineer](https://www.wearedevelopers.com/jobs/48448-ml-engineer) at **Docker, Inc.** - [Staff ML Engineer](https://www.wearedevelopers.com/jobs/48463-staff-ml-engineer) at **Docker, Inc.** - [Principal Software Engineer, AI Tools and Security](https://www.wearedevelopers.com/jobs/48450-principal-software-engineer-ai-tools-and-security) at **Docker, Inc.**