Google Developers BlogCoral NPU has released a complete 32-bit architecture, including new matrix execution units, supporting up to 1 TOPS performance and 10mW average power consumption; launched the Coral Compiler v1.0 based on IREE/MLIR.
Google Developers BlogArm leveraged the hierarchical graph visualization and plugin architecture of Google AI Edge Model Explorer to develop open-source adapters supporting formats such as TOSA, VGF, and PTE, helping developers more easily inspect edge model conversion processes.
Hugging Face BlogHugging Face has released TorchTPU, making TPU a native backend device for PyTorch. Transformers, Diffusers, and Kernels can now run directly on TPU. Users only need to select a model from the Hugging Face Hub and specify device_map="tpu".
Claude · YouTubeClaude has launched Claude Dashboards and Claude Motion, with the former supporting the real-time conversion of data platform or CRM data into dashboards in all paid plans, and the latter supporting the generation of animated explanatory videos from reports or charts in Team and Enterprise plans, both generated in code form without a video model, with content that can be modified and exported as MP4 or edited.
Meta EngineeringMeta engineers built a lean router with 1,300 lines to assign over 20 workflows to 14 specialized AI agents, with the router itself not performing any domain-specific tasks, significantly improving the efficiency and accuracy of data pipeline agents.
LangChain BlogNu company, while developing AI health coach Nu, prioritized building evaluation criteria to avoid boundary-crossing medical diagnoses. Using the LangGraph framework and LangSmith tools, it ensures the system meets health guidance needs while complying with regulatory requirements through LLM judges scored by category and open-ended behavior tests. The evaluation framework is designed separately for single responses and complete conversations, supporting rapid migration between two leading model providers. Safety probes and guard nodes review conversation content in real-time, ensuring the product stays within compliance boundaries.
Tencent Hunyuan · Hugging Face new modelsThe Hy-Memory-30B-A3B-GGUF model quantization file released by Tencent's Huayan uses a hybrid precision quantization scheme with imatrix calibration and MoE perception, achieving efficient local inference on llama.cpp, where the ~8 GB expert-mixed build file size is reduced to about 24.71 GB, with performance only 1.53% lower than Q6_K.
Google Developers BlogLiteRT Tensor API is released, supporting developers to write and optimize models natively in C++ on edge devices, enabling cross-platform deployment (CPU/GPU/NPU) without script conversion. Developers can fully control the computational graph structure and directly load model weights, achieving zero-copy data transfer through shared accelerator buffers, while providing building blocks for AI coding agents.
Ollama BlogCloudflare's 27B multimodal decision model Clef has landed on the Ollama cloud platform, users can run it locally or use cloud services. Clef transforms state and typed question patterns into decisions, supports text and image input, is compatible with Jev and System One APIs, is fine-tuned based on Qwen3.8-27B, and adopts the Apache 2.0 license. In Cloudflare's decision index evaluation, Clef outperforms Jev and performs leading in most benchmark tests.
Together AI BlogTogether AI has launched Post-Training services, supporting the construction of custom models through reinforcement learning and supervised fine-tuning without complex infrastructure. The service provides flexible training loop definition capabilities and optimizes the underlying system and infrastructure to improve model quality and training speed. It supports mainstream open-source models such as Muse Spark Open, GLM 5.3, Kimi K3, and Qwen 3.8-27B, running on dedicated GPU resources to ensure efficient and numerically consistent training.
NVIDIA BlogNVIDIA RTX Spark laptops are now available, equipped with Blackwell RTX GPUs, up to 128GB unified memory, and the full NVIDIA AI platform, starting at $2399. They are launched by ASUS, Dell, HP, Lenovo, Microsoft, and MSI, bringing powerful local AI, content creation, and gaming capabilities to portable devices. NVIDIA held global launch events, including one in Berlin, where founder Jensen Huang made a surprise appearance.
LangChain Deep Agents releases1717LangChain Deep Agents released version 0.1.86, adding NVIDIA OpenShell as a sandbox provider, fixed multiple bugs including improved alias matching, accurate reporting of workspace rejection, replacing duplicate thread recovery errors, replacing chat input on recall prompts, displaying expiration prompts in the footer, providing actionable errors when Groq tools are limited, and comparing effective interpreter permissions, etc.
AWS Machine Learning BlogAmazon Bedrock AgentCore Evaluation Framework helps AWS internal sales team handle business problems with multi-agent systems, identifying differences in agent performance between demonstrations and actual production; through services like Amazon Bedrock Guardrails and Amazon CloudWatch, the framework verifies answer accuracy before release and during ongoing production, tracing errors back to data, prompts, or code, avoiding user trust breakdown due to agents answering confidently yet incorrectly.
LangChain Deep Agents releases1010LangChain Deep Agents 0.7.28 released, fixes a bug where the `ContextHubBackend.glob` method did not handle the `path` parameter correctly.
LangChain Deep Agents releases3535LangChain Deep Agents 0.7.27 released, fixes a bug where child agent names were passed to child agents, and adds a feature to asynchronously report child agent status updates to the main agent.
Tencent Hunyuan · Hugging Face new modelsQwen3-8B-DSpine-b16 released by Qwen, employing speculative decoding technology with parallel drafting and deep conditional injection, achieving an average acceptance length score of 10.55 on Qwen3-8B. The model supports a context length of 8192 tokens, uses bfloat16 data type and fa3 attention backend, installation requires git clone and pip install, and runs via sglang serve.
Tencent Hunyuan · Hugging Face new modelsHy-Memory-30B-A3B-FP8 released by Hunyuan is a compact long-term memory writing model with 3B active parameters, designed for efficient vLLM deployment, and performs better than Claude Opus 5 and DeepSeek V4.1 Flash in the cross harness macro average score of a fixed 20% benchmark matrix.
Ollama BlogReflection's first open-source weight model Beam has been fully launched this morning. Ollama is the first partner to provide this model for a limited time at no cost, and its Beam endpoint supports full zero-data retention (ZDR).
LangChain Deep Agents releases3535LangChain Deep Agents v0.7.26 released, asynchronous sub-agents can report waiting for human interaction status and display their running logs in the tracking of parent agents, while fixing the issue of lost tool result paths.
Meta EngineeringMeta uses AI agents to participate in the construction of engineering processes for Forum applications, viewing AI as a participant in the engineering process rather than an auxiliary tool. This experiment measures success by production-ready outcomes rather than lines of code, using a Human-On-The-Loop model to allow AI to autonomously execute planning, implementation, testing, and validation, with engineers responsible for setting goals, supervision, and acceptance.
NVIDIA BlogNVIDIA RTX Spark debuts, designed for creators, gamers, and AI agents, with stunning performance, supporting local AI workflows, creative applications, and gaming, highly praised by multiple review institutions, with launch events held in multiple global locations.
Google DeepMindThe Google Antigravity platform works through its intelligent agent workbench and ProtNLM model, helping biologists quickly discover, structure evaluate, and prioritize potential antimicrobial peptide targets, compressing searches previously scattered across multiple databases into a single session. The platform uses ProtNLM to predict protein function and supports researchers in scanning millions of uncharacterized proteins in the UniProt database. Researchers collaborate with AI agents on a shared 3D canvas, compressing the time required for the antimicrobial peptide discovery process from several days to a single session.
LangChain BlogLangChain introduces new features such as LangSmith AI Search, Managed Deep Agents v0.9, and LangSmith Engine v2 to help teams more flexibly build, understand, and optimize AI agents in production environments; the open-source LangChain v1.4.0 supports FastMCP and shares a case study of Jev combined with LangGraph for building efficient AI agents.
Microsoft ResearchMagnetar proves that programs written in Rust, Go, or C are, on average, 10 to 39 times faster than the fastest comparable systems, and achieves security solely by relying on standard hash functions, solving the three major challenges of zero-knowledge proofs: efficiency, generality, and usability. It significantly reduces proof overhead by leveraging repetitive computations and early termination of the proof process, making proof generation as routine as running a program, and can be used in scenarios such as AI agent behavior verification and financial transaction validation.
NVIDIA BlogNVIDIA releases the open-source 120B parameter Nemotron 3.5 Super VL model, achieving the fastest task completion speed and highest accuracy in multimodal agent tasks; simultaneously launching Nemotron 3.5 Bolt 74B-A9B 24GB and Nemotron 3.5 Bolt E4B 4GB edge models.
OpenAI News1717OpenAI launches Portuguese version of its educator tools for Brazilian teachers, adding Study Mode to support teachers in guiding active, step-by-step learning. The tool helps students think and learn through questions.
Mistral AIMistral AI released the Timestral time series foundational model family, with the smallest model at only 209M, ranking first in three major benchmark tests (GIFT-Eval, TIME, and fev-bench), outperforming models with larger parameter sizes; this series includes four sizes ranging from 5M to 209M parameters, supports past and future covariates, runs efficiently on CPUs, and can be fine-tuned for specific domains via Mistral Forge.
NVIDIA BlogThe Nordic region has become the area with the highest density of European unicorns, with the most valuable startups worth up to $1 billion being born per million people. NVIDIA has invested in the Nordic tech ecosystem over the past year, including leading startups such as Lovable and Legora in Sweden.
Together AI BlogMeta Muse Spark Open has been launched on the Together AI platform, which is currently the most powerful US open-source heavy model, designed for long-running intelligent coding workflows that require the entire codebase to be stored in context
Google Developers BlogGoogle has launched the ADK-Recipes repository as a single source of truth for Agent platform content, including core patterns, plugin skills, and services, supporting end-to-end construction of long-term memory agents, one-click installation of retail vertical skills, and deployment to Cloud Run or Gemini Enterprise.
Apple Machine Learning Research3434On ToolBench, Retrieve-then-Plan (RtP) outperforms Plan-then-Retrieve (PtR) in single-tool queries, while PtR performs better in multi-tool queries, this crossover holds true across all retrieval budgets (k=1 to 20), registry sizes (1k to 47k APIs), and model families (Gemini 2.5 Flash and gpt-oss-120b).
Google Developers BlogEvaluating AI agents cannot rely solely on perception checks, as agents may fall into retry loops or produce hallucinatory responses that still appear normal, leading to soaring cloud costs and token usage. A repeatable evaluation process should be established, starting with defining key user journeys (CUJ), using simulated user testing, and employing multiple layers of checks such as unit tests, deterministic metrics, LLMs as judges for scoring standards, and integration tests. Combining manual review tracking with automated validation can detect latent regressions early in development and expand the evaluation framework as agent capabilities grow.
LangChain Deep Agents releases1717deepagents-code v0.1.85 released, fixing a bug that suppressed ownership warnings during root installation and improving performance by avoiding resetting transcription history upon message insertion.
Claude · YouTubeClaude Code's cloud chat runs on cloud virtual machines, supporting offline continuity, mobile initiation, and parallel processing. It is suitable for Pro, Max, Team plans, as well as enterprise advanced or Chat + Claude Code seat users, and is counted towards plan limits with no additional computational costs.
Mistral AI · Hugging Face new modelsMistral AI releases Timestral-123M time series base model, with 123M parameters, using a patch-based Transformer architecture, context length of 32,768 time steps, single prediction covers 1,024 time steps, outputs 21 quantiles. The model achieves optimal accuracy in zero-shot prediction on GIFT-Eval, TIME, and fev-bench evaluations, and is licensed under the Modified MIT License.
Mistral AI · Hugging Face new modelsLangChain BlogLangChain Deep Agents manage context windows through middleware, preventing unnecessary information from entering and filtering existing content. It employs techniques such as offloading (saving large tool results and user messages to files), summarization (compressing old messages), skills (loading on demand), sub-agents (separating noisy tasks), and long-term memory (preserving learning across sessions). These techniques are implemented by inserting middleware at critical points like model calls and tool calls, allowing users to use them without writing code.
Google ResearchGoogle has launched the Geospatial Reasoning intelligent agent, integrating Earth AI base models (including WeatherNext, PDFM, etc.) and data sources like Google Maps, handling planetary-scale geographical data through modular skills and planning capabilities.
Google ResearchGoogle has launched the Deep Review intelligent document verification system, providing rigorous feedback and technical validation for complex documents, supporting PDF and plain text input, offering 2 free reviews per week, and integrating advanced API, collaborating with 4 top computer conferences such as STOC 2026 and ICML 2026, processing over 16,000 pre-submission feedbacks for papers.
Google ResearchGoogle Research has announced 10 new achievements, including Google Earth AI (integrating 70 geospatial tools, including RSFM and PDFM base models, supporting public health threat prediction, etc.).
