The execution focus seen across recent weeks continues, but the evidence is now more integrated. Vision-language-action (VLA) policies use predicted futures, long histories, and asynchronous components while containing…
Longer memory and predictive representations need supervision tied to task meaning, physical constraints, and smooth execution.
The day’s evidence extends the recent deployment focus beyond raw inference speed. IMBench reveals that recognizing physical constraints does not reliably produce executable behavior, while AC-VLA and fast-slow driving…
Phase labels can govern both sensor access during manipulation and compute reuse during policy evaluation. The evidence supports narrower changes to training and test infrastructure rather than claims of general…