> Markdown version of [/events/world-congress-2026-europe/sessions/1104-beyond-llm-agents-a](https://www.wearedevelopers.com/events/world-congress-2026-europe/sessions/1104-beyond-llm-agents-a). 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 - **Date:** Thursday, Jul 9, 2026 - **Time:** 14:15–14:20 (5 min) - **Room:** Airstream 1 - **Event:** World Congress 2026 Europe ## Recording [Watch recording](https://www.wearedevelopers.com/videos/100100-beyond-llm-agents-a-world-model-for-visual-software-testing) ## Description What if a model could learn software the way humans do, through pixels, mouse, and keyboard alone? This talk introduces the Vision Action Model, a foundation model that understands UI concepts, not coordinates, and executes them deterministically. Purpose-built for software testing. Trained purely on interaction data. ## Speaker ### [Manuel Weichselbaum](https://www.wearedevelopers.com/@manuel-weichselbaum) CTO of anyconcept ## Related talks at this congress - [Giving AI eyes: How to build a dashboard you can't see](https://www.wearedevelopers.com/events/world-congress-2026-europe/sessions/1215-giving-ai-eyes-how) — Josh Hobson - [Fine-Tuning Small Language Models for Agentic AI](https://www.wearedevelopers.com/events/world-congress-2026-europe/sessions/1389-fine-tuning-small) — Björn Buchhold - [Testing AI Agents: Automated Evaluation for Chatbots & RAG Systems](https://www.wearedevelopers.com/events/world-congress-2026-europe/sessions/1341-testing-ai-agents) — Sebastian Messingfeld - [Are Classical Automation Frameworks Dead? How AI Agents Are Transforming QA](https://www.wearedevelopers.com/events/world-congress-2026-europe/sessions/1260-are-classical) — Andrei Nutas