> Markdown version of [/videos/100100-beyond-llm-agents-a-world-model-for-visual-software-testing?t=60](https://www.wearedevelopers.com/videos/100100-beyond-llm-agents-a-world-model-for-visual-software-testing?t=60). 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). --- # Beyond LLM Agents: A World Model for Visual Software Testing Real-world software testing demands deterministic results, not fragile LLM agents. Discover how a lightweight visual world model securely automates UI tests on standard CPUs without prompt vulnerabilities. - **Speakers:** [Manuel Weichselbaum](https://www.wearedevelopers.com/@manuel-weichselbaum) - **Event:** World Congress 2026 Europe - **Published:** July 9, 2026 - **Duration:** 4:41 - **URL:** https://www.wearedevelopers.com/videos/100100-beyond-llm-agents-a-world-model-for-visual-software-testing - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/396ce0280047b8c26af1ae7f7450fff0/thumbnails/thumbnail.jpg?time=62950ms ## Access Playback and chapters for this video are available with a Free account. ## Related Moments - [Applying visual language models for automated self-healing tests](https://www.wearedevelopers.com/videos/1678-the-2025-state-of-javascript-testing) (from "The 2025 State of JavaScript Testing") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/47bcff1ed7c7f771e7f99185852111b7/thumbnails/thumbnail.jpg?time=86285ms - [Evaluating AI agents through unpredictable behavior and logic tests](https://www.wearedevelopers.com/videos/1805-wearedevelopers-live-modern-devops-for-iot-devices-and-more) (from "WeAreDevelopers LIVE - Modern DevOps for IoT Devices and More") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/9d80dc8d9d517a3d059a26ebd3229cb3/thumbnails/thumbnail.jpg?time=145235ms - [Integrating AI into web performance engineering workflows](https://www.wearedevelopers.com/videos/1771-ai-is-an-electric-bike-for-the-brain-stoyan-stefanov) (from "AI is an Electric Bike for the Brain - Stoyan Stefanov") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/305c5fd5c00646496ef5d1d367df3861/thumbnails/thumbnail.jpg?time=313845ms - [Handling screen reader simulations using AI agents](https://www.wearedevelopers.com/videos/100170-continuous-accessibility) (from "Continuous Accessibility") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/f0019fd7fdd872506cf63f528f238a60/thumbnails/thumbnail.jpg?time=69047ms - [Debating the reliability of AI agents for quality assurance](https://www.wearedevelopers.com/videos/100633-why-your-side-projects-are-worth-sharing) (from "Why Your Side Projects Are Worth Sharing") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/e913fd93bc9ffdc8bdf74d1875077f27/thumbnails/thumbnail.jpg?time=325022ms - [Introduction to AskUI and vision agent capabilities](https://www.wearedevelopers.com/videos/1650-askui-how-to-leverage-vision-agents-for-test-automation) (from "AskUI - How to leverage Vision Agents for Test Automation") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/42744914cfc79ec7ef3c9dff96de6655/thumbnails/thumbnail.jpg?time=52445ms ## Related Articles - [ I Gave a Video Editor More Autonomy Than a Trading Bot. On Purpose.](https://www.wearedevelopers.com/magazine/773-i-gave-a-video-editor-more-autonomy-than-a-trading-bot-on-purpose) - [How to Lead Quality Teams Through AI Transformation](https://www.wearedevelopers.com/magazine/791-how-to-lead-quality-teams-through-ai-transformation) - [Building an Agentic Software Factory](https://www.wearedevelopers.com/magazine/796-building-an-agentic-software-factory) - [AI Eats the Verifiable First](https://www.wearedevelopers.com/magazine/765-ai-eats-the-verifiable-first) ## Related Jobs - [AI Software Engineer (Germany)](https://www.wearedevelopers.com/jobs/48317-ai-software-engineer-germany) at **Sunhat** - [Senior Web Software Architect, AI Experiences](https://www.wearedevelopers.com/jobs/ext/4523834-senior-web-software-architect-ai-experiences) at **TeamViewer Germany GmbH** - [Machine Learning Engineer](https://www.wearedevelopers.com/jobs/ext/4215706-machine-learning-engineer) at **TWILIO** - [Principal Product Manager, Agentic Evals](https://www.wearedevelopers.com/jobs/48537-principal-product-manager-agentic-evals) at **Expedia** - [Applied AI Health Data System Engineer-Senior Manager](https://www.wearedevelopers.com/jobs/ext/3713316-applied-ai-health-data-system-engineer-senior-manager) at **PwC** - [Applied AI Health Data System Engineer-Senior Manager](https://www.wearedevelopers.com/jobs/ext/3715327-applied-ai-health-data-system-engineer-senior-manager) at **PwC**