> Markdown version of [/videos/100387-testing-ai-workflows-locally-with-testcontainers](https://www.wearedevelopers.com/videos/100387-testing-ai-workflows-locally-with-testcontainers). 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 ## 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") - [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?") - [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") - [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") - [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") - [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") ## 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) - [Exploring AI: Opportunities and Risks for Developers](https://www.wearedevelopers.com/magazine/522-exploring-ai-opportunities-and-risks-for-developers) ## Related Jobs - [MLOps AI Engineer](https://www.wearedevelopers.com/jobs/ext/2565312-mlops-ai-engineer) at **TeamViewer Germany GmbH,** - [AI Frontend Engineer](https://www.wearedevelopers.com/jobs/ext/3551646-ai-frontend-engineer) at **TeamViewer Germany GmbH,** - [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.** - [Senior Software Engineer, Sandboxes (Eu Or East Coast Preferred)](https://www.wearedevelopers.com/jobs/ext/2161904-senior-software-engineer-sandboxes-eu-or-east-coast-preferred) at **Docker, Inc.**