Position: Behavioural Assurance Cannot Verify the Safety Claims Governance Now Demands Numerical exploration of the range of shape functionals using neural networks The Pitfalls of KV Cache Compression Image Generators are Generalist Vision Learners VLRS-Bench: A Vision-Language Reasoning Benchmark for Remote Sensing