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Model: "qwen3-max-thinking"
Anthropic launches the MCP Apps open spec, in Claude.ai
claude-ai toolorchestra-8b qwen3-max-thinking anthropic openai block vs-code antigravity jetbrains aws nvidia alibaba claude-ai agent-orchestration reinforcement-learning recursive-language-models context-management user-experience security prompt-injection reasoning adaptive-tool-use model-evaluation benchmarking
Anthropic has officially absorbed the independent MCP UI project and, collaborating with OpenAI, Block, VS Code, Antigravity, JetBrains, and AWS, released the MCP Apps spec and official support in Claude.ai. This standard aims to enable a rich ecosystem of interoperable applications with rich UI, addressing the proliferation of subscription services. Meanwhile, NVIDIA introduced ToolOrchestra with an 8B orchestrator model trained via scalable reinforcement learning for efficient agent orchestration. The concept of Recursive Language Models (RLMs) is gaining traction for efficient context management in agent stacks. The “Clawdbot” UX pattern emphasizes outcome-first assistant design with tight context and tool integration, sparking security concerns around prompt injection. Alibaba launched Qwen3-Max-Thinking, a flagship reasoning and agent model with adaptive tool use and strong benchmark scores, now available in public evaluation platforms like LM Arena and Yupp.
not much happened today
qwen3-max-thinking minimax-m2 claude-3-sonnet llamaindex-light chronos-2 openai aws microsoft nvidia gpu_mode vllm alibaba arena llamaindex amazon anthropic gradio compute-deals gpu-optimization kernel-optimization local-serving reasoning long-context benchmarks long-term-memory time-series-forecasting agent-frameworks oauth-integration developer-tools sama gdb andrewcurran_ a1zhang m_sirovatka omarsar0 _philschmid
OpenAI and AWS announced a strategic partnership involving a $38B compute deal to deploy hundreds of thousands of NVIDIA GB200 and GB300 chips, while Microsoft secured a license to ship NVIDIA GPUs to the UAE with a planned $7.9B datacenter investment. A 3-month NVFP4 kernel optimization competition on Blackwell B200s was launched by NVIDIA and GPU_MODE with prizes including DGX Spark and RTX 50XX GPUs. vLLM gains traction for local LLM serving, exemplified by PewDiePie's adoption. Alibaba previewed the Qwen3-Max-Thinking model hitting 100% on AIME 2025 and HMMT benchmarks, signaling advances in reasoning with tool use. The MIT-licensed MiniMax-M2 230B MoE model topped the Arena WebDev leaderboard, tying with Claude Sonnet 4.5 Thinking 32k. Critiques emerged on OSWorld benchmark stability and task validity. LlamaIndex's LIGHT framework demonstrated significant improvements in long-term memory tasks over raw context and RAG baselines, with gains up to +160.6% in summarization at 10M tokens. Amazon introduced Chronos-2, a time-series foundation model for zero-shot forecasting. The MCP ecosystem expanded with new tools like mcp2py OAuth integration and Gemini Docs MCP server, alongside a build sprint by Anthropic and Gradio offering substantial credits and prizes. "OSWorld doesn’t really exist—different prompt sets = incomparable scores" highlights benchmarking challenges.