MindTopo reveals VLMs’ spatial reasoning abilities

Summary
A path, a fence, a knot. MindTopo sets a new benchmark for testing how AI understands topological relationships and highlights new opportunities to strengthen spatial reasoning and planning. The post MindTopo reveals VLMs’ spatial reasoning abilities appeared first on Microsoft Research.
Related: OpenAI: First impressions of GPT-6 Astra from developers · Google: Introducing WeatherNext 3, our most advanced and accurate global weather AI model · Anthropic: India Country Brief: The Anthropic Economic Index · Meta: Trump Administration Sides With OpenAI in New York Times Copyright Lawsuit · xAI: Ajeya Cotra – "This might be the clearest warning shot we ever get"
Rated low: routine. Worth knowing, not worth rearranging your day for.
- Introducing CARE-X: Towards Clinically Useful Radiology VLMs with Auxiliary Supervision, Reward-Aligned Learning, and Tool-Augmented MeasurementMicrosoft Research Blog
- Orchard: An open framework for scalable agentic AIMicrosoft Research Blog
- Echoverse: Deep, evolving environments for computer-use agentsMicrosoft Research Blog
- EvoLib: Turning experience into evolving knowledgeMicrosoft Research Blog
- Verifying Rust cryptography in SymCrypt, from standards to codeMicrosoft Research Blog
- Aurora 1.5: Extending open foundation models for weather and Earth-system applicationsMicrosoft Research Blog
Questions people ask
- Where can I read the full story?
- On Microsoft Research Blog. The "Read this on Microsoft Research Blog" link above opens the original in a new tab. Subvolts publishes a summary and analysis, never the full piece.
- What does this mean for Copilot?
- A path, a fence, a knot. MindTopo sets a new benchmark for testing how AI understands topological relationships and highlights…
More from Microsoft Research Blog 8 more
Page generated Sep 3, 2026. Summaries are Subvolts' own; the story belongs to Microsoft Research Blog.







