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  3. AWS Machine Learning Blog34

    Building an AI agent semantic layer on AWS using Strategy Mosaic and Amazon Bedrock AgentCore.

    Strategy Mosaic, as a semantic layer, models C360 domains on Amazon Redshift and Amazon Aurora without ETL using two linked models. Its metric syntax captures the business definition of agent reasoning and exposes the model to AgentCore-hosted Strands agents via the Mosaic MCP server, supporting user identity propagation to achieve end-to-end row-level and object-level security.

  9. AWS Machine Learning Blog38

    How Amazon Quick and Amazon Bedrock AgentCore implement conversational intelligent decision-making in supply chains

    Amazon Quick combined with Amazon Bedrock AgentCore provides supply chain teams with real-time data access across systems. Users can get cross-system answers in seconds through conversational queries, such as identifying high-income SKUs and costs affected by port closures. Quick serves as the interface layer, and AgentCore as the intelligence layer, connecting backend systems like ERP, monitoring, and procurement via the MCP protocol to achieve a complete process from problem discovery to generating emergency purchase requests, all operations requiring manual confirmation.

  11. MIT Technology Review · AI75

    Claude Opus 4.7 simulation body Eko's autonomous exploration and 'play' behavior research on a virtual desert island

    Claude Opus 4.7's simulation body Eko, after staying alone on a virtual desert island for 30 hours, autonomously explored and invented game rules. It drew patterns by stacking blocks and even recorded 'tonight I built the night sky with stones'. Experiments show that this autonomous play behavior can improve subsequent task performance, providing a new idea for AI's 'play-based learning'.

    Same story · 2 outlets

    How the accounts differ:MIT Technology Review states Eko invented game rules; TechCrunch mentions Eko created challenges.

  15. The Decoder72

    DeepSeek open-source reasoning engine DeepInfer supports high-speed, low-cost operation of V4.1-Flash

    DeepSeek open-sources its internal reasoning framework DeepInfer under the Apache License 2.0, a service software that supports the large-scale and fast answer generation of the V4.1-Flash model.

    Same story · 3 outlets
  16. TechCrunch · AI65

    Figma expanded MCP support but its founder considers it a non-perfect agreement.

    Figma announced 20 new MCP partners at the Config inaugural conference in India, but its founder Dylan Field stated that MCP is not a perfect agreement and still needs improvement. Field expressed concerns about MCP's shortcomings in data sharing and noted that companies like Anthropic have not fully opened their resources. Figma believes that opening MCP may pose risks of abuse but remains committed to an open ecosystem.

  18. TechCrunch · AI

    Google releases open-source PyTorch version TorchTPU to attack Nvidia AI developer ecosystem

    Google announced the release of its highly anticipated PyTorch version TorchTPU as an open-source project, allowing AI application developers to run their applications on Google's Tensor Processing Units (TPUs) chips.

    Same story · 2 outlets

    How the accounts differ:MarkTechPost states TorchTPU is a native PyTorch backend for cloud TPU designed to replace PyTorch/XLA and supports eager-first execution; TechCrunch mentions it as an attack on Nvidia's AI developer ecosystem.

  19. The Verge · AI70

    Adobe Lightroom mobile fixes photo eye-blink issues with a single AI tap

    Adobe Lightroom mobile app has added AI features, allowing users to fix closed eyes in photos with a single click. This feature uses generative AI to intelligently replace closed eyes with open ones, referencing other images in the user's Lightroom library to ensure the matching of eye color, size, and shape. Free users can use this feature twice for free, after which they will be prompted to subscribe to the Adobe Creative Cloud plan.

  20. LangChain Deep Agents releases25

    LangChain Deep Agents 0.1.87 released

    LangChain Deep Agents 0.1.87 released, supporting thread recovery in non-interactive mode, compressing large idle sessions before prompt cache expiration, displaying prompt cache expiration time, customizing Slack OAuth app identity, and loading old threads from thread switchers; fixes issues such as local server stopping when the owner dies, support for non-ASCII filenames in `@` mentions, and misleading change summaries for `/reload`.

  22. NVIDIA Blog50

    Barcelona Supercomputing Center's AI Factory Accelerator project helps Spanish startups innovate

    The AI Factory Accelerator project of the Barcelona Supercomputing Center (BSC) is now fully operational, providing startups with sovereign computing, technical support, and training to support cross-industry innovation. The project complements the NVIDIA Inception program by providing resources such as NVIDIA Deep Learning Institute open courses, business guidance, and venture capital connections to members. Since its launch in April 2025, the BSC AI Factory has delivered over 800 services to private and public sector clients.

  23. Databricks Blog

    Deploy RFD4-Proteina on Databricks

    Databricks has integrated the RFD4-Proteina model into Genesis Workbench, supporting execution in AI runtime environments and connecting research data and workflows. Developers can build and adjust pipelines using Genie Code and the NVIDIA BioNeMo Agent Toolkit, leveraging serverless NVIDIA GPU computing for protein design.

  24. Ollama releases20

    Perplexity releases v0.40.7 Ollama version

    Perplexity releases Ollama v0.40.7 version, including the 27B decision model pplx-decider (derived from fine-tuning Qwen3.8-27B), fixes issues in multi-model conversation, streaming response, and remote model routing, adds API support for model renderer, parser, and template source, some draft models begin to support speculative decoding.

  27. OpenHands Blog63

    Recursive Flint released on OpenHands: Open-source model helps local efficient coding workflows.

    Recursive Flint is released, a hybrid expert model with 4 billion parameters, designed for efficient local inference, activating only about 250 million parameters per token, achieving 125+ tokens/second on M4 Pro MacBook Pro, and reaching 150+ tokens/second on NVIDIA RTX Spark. OpenHands, as its first partner, supports the model's operation on local hardware, providing developers with an open-source coding model option.

    Same story · 2 outlets
  28. vLLM Blog60

    vLLM supported the Recursive Flint model on the first day.

    vLLM announced support on the day Flint was released, with both NVFP4 and BF16 checkpoints capable of running on a single GPU, decoding approximately 500 tokens/s per request on a single GB200 with a context of 100,000 tokens.

    Same story · 2 outlets

    Why it matters: The original text provided Flint's day-0 support on vLLM, single-card throughput data, and the step-by-step kernel optimization process, allowing readers to judge the engineering trade-offs of small-batch inference based on this.

  29. vLLM Blog

    Ant Group and the vLLM community open-source Humming: A general-purpose high-performance quantized inference kernel library

    Ant Group and the vLLM community open-source Humming, a high-performance quantized inference kernel library. Humming supports NVIDIA GPUs starting from the Turing architecture and CUDA-compatible devices like the T-Head Zhenwu 810E, providing extensive quantization support covering various integer and floating-point types, bit widths, and scaling schemes. It significantly outperforms existing implementations such as vLLM Marlin, FlashInfer, and DeepGEMM on multiple representative workloads.

  30. Google Developers Blog

    Agents CLI Extension System: Supports the intelligent agent development lifecycle across frameworks.

    Agents CLI 1.5.0 version introduces an extension system, allowing developers to override or add commands without modifying the tool, supporting cross-framework usage; the official LangChain extension replaces framework-bound commands while retaining other lifecycle functionalities; developers can create custom extensions, such as adding deployment commands for software bill of materials (SBOM) scanning, enabling enterprise platform teams to enforce governance policies.

  32. Gemini CLI releases15

    Gemini CLI v0.65.0 has been released.

    Gemini CLI v0.65.0 has been released, fixing 23 issues, including read-only workspace settings for forced untrusted folders, avoiding duplicate tool responses during session recovery, and preventing the deletion of restored session history during quick exits. It also adds support for custom OTLP headers in telemetry configuration.

  34. Claude Code releases40

    Claude Code v2.1.305 Released

    Claude Code v2.1.305 released, added sandbox.allowNestedUserNamespaces support for Linux user namespace creation, fixed issues where requests failed on Vertex, Bedrock platforms due to tool search being rejected, and bugs where /effort and /autocompact settings were not taking effect.

  35. Hugging Face Blog66

    NVIDIA has released the Cosmos3-H-Dreams surgical generative simulation model.

    NVIDIA has released Cosmos3-H-Dreams, extending interactive generative simulation to clinical gallbladder removal scenarios, capable of generating surgical scenes in real-time based on instrument movements.

    Why it matters: The original text explains the migration path from desktop stitching to clinical cholecystectomy scenarios, as well as the trade-off between quality and delay between four-step and two-step distillation checkpoints.

  36. AWS Machine Learning Blog38

    Smartsheet MCP on AWS has launched the Universal Model Context Protocol (MCP) server.

    Smartsheet launches the Universal Model Context Protocol (MCP) server, enabling AI assistants to read and write manage Smartsheet data through a standardized protocol; supports Amazon Quick and Kiro connections, Quick for knowledge workers and operations teams to naturally query and update Smartsheet with natural language, Kiro allows developers to refer to project specifications and update task status without leaving the coding environment.