## 🔍 Key Insights **DeepMind**'s **AlphaEvolve** framework enables code-level autonomous evolution, discovering novel multi-agent algorithms that exceed human intuition; **Fu Sheng** has repeatedly stressed that **'tokens are labor, and compute is productivity,'** confirming AI's economic paradigm shift—from 'model capability' to 'agent productivity.' ## 🚀 Major Updates - **DeepMind releases AlphaEvolve**: An LLM-powered system that autonomously evolves new multi-agent algorithms—including VAD-CFR—without relying on human priors, performing semantic-level mutations directly on source code and setting new state-of-the-art (SOTA) benchmarks. - **Qwen3.5 full series open-sourced by Tongyi Lab**: Natively supports a **multimodal architecture**, with enhanced capabilities in quantized video generation and embodied intelligence benchmarking. - **Ctrl-World (Tsinghua × Stanford) tops WorldArena**: The world's first world model to achieve the highest overall score in evaluations of **embodied capabilities**—including physical interaction and video generation. - **Unisound launches U1-OCR large model**: A production-grade, 3-billion-parameter document intelligence model for industrial use, ushering in OCR 3.0—transitioning from character recognition to **deep semantic understanding**. - **Google AI Studio 2.0 officially launched**: Integrated with the **Antigravity agent** and Firebase, it upgrades to a full-stack, **server-side AI application development platform**. - **Anthropic introduces Claude Code Remote Control**: Enables real-time terminal session takeover from mobile devices—positioning itself at the gateway to the **next-generation operating system**. - **OpenAI retires SWE-bench Verified**: The programming benchmark officially transitions to **SWE-bench Pro** and real-world productivity metrics. - **Alibaba open-sources Zvec vector database**: An embedded solution designed specifically for edge AI, delivering a lightweight, high-performance, production-ready 'external knowledge base.'