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not much happened today

**Google DeepMind** launched **Gemini 3.1 Flash-Lite**, emphasizing *dynamic thinking levels* for adjustable compute, with notable metrics like **$0.25/M input**, **$1.50/M output**, **1432 Elo on LMArena**, and **2.5× faster time-to-first-token** than Gemini 2.5 Flash. It supports a **1M context window** and high throughput for multimodal inputs including text, images, video, audio, and PDFs. **OpenAI** rolled out **GPT-5.3 Instant** to all ChatGPT users, improving conversational naturalness and reducing hallucinations by **26.8% with search**. The upcoming **GPT-5.4** was teased amid speculation. **Alibaba's Qwen** faces leadership exits, raising concerns about its future and open-source status. The news highlights advancements in model efficiency, pricing, and multimodality, alongside organizational changes impacting AI development.
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