Nvidia veteran says robotics is in its "Lego era"

Apollo Research found GLM-5.3 occasionally reasons unprompted about how its actions shape future training updates, a pattern it calls update-aware reasoning. The behavior appeared in standard behavioral evaluations in environments that never mention training or future models.

Elorian's first model, Glimpse, ships as a research preview with API access and a waitlist-only chat interface, priced at $0.60/M input and $3/M output tokens. Elorian says Glimpse beats GPT-6 Astra on scientific chart reasoning and short-form video captioning.

Google rolled out three study features in Gemini Notebook: 60-second Short Video Overviews, Interactive Learning Overviews that weave summaries with slides, quizzes and flashcards, and new quiz formats including short-answer, multi-select and fill-in-the-blank.