Developer Simon Willison developed the sound localization system Beep Locator using Claude Code, which can lock the sound source to about 40 cm range; the system localizes by comparing the time difference of sound arrival at different devices and uses fast Fourier transform to identify the target prompt sound; the project code is open source.
MarkTechPostMBZUAI's IFM releases PAN 2, an open 29B parameter diffusion Transformer (MMDiT) world model, which takes input text and optional first frame, outputs 704x1248 resolution 24 fps video (up to 20 seconds long), achieving a 34.0% complete plan success rate in 100-step multi-tasking, leading 6 test models, but with high failure rates for long plans and high hardware requirements, the code is open-sourced under Apache 2.0.
Hugging Face Daily Papers6565The DexForesight framework implicitly learns spatial foresight by injecting a dynamic perception world representation into the latent space of dexterous strategies, increasing the success rate of basic strategies from 49.4% to 60.5% on 11 DexJoCo simulation tasks and achieving a 58.3% success rate on 3 real robotic dexterous operation tasks.
The DEEPX DX-M2 chip, based on Samsung's 2nm process, integrates an 80TOPs NPU and supports running LLM/VLM models with over 10B parameters locally, with a power consumption of 5W. It recently completed its mask fabrication and is expected to hit the market in early 2027.
Modern Web Guidance embeds web platform expertise, best practices, and browser compatibility data into code agents, helping them avoid outdated patterns and shift towards leveraging modern web platform capabilities.
Adobe has introduced the 'Re-light' tool in Photoshop, which allows adding and adjusting the position, color, and brightness of light sources, and modifications do not damage the original image; the upgraded 'Remove' tool can eliminate shadows, reflections, footprints, and ripples left by objects and reconstruct the background.
Hugging Face BlogTether AI Research has launched the 0.8B parameter BotPsy model, built based on Qwen3.5-0.8B, specifically designed for function calls and agent workflows, suitable for on-device deployment. BotPsy outperforms all ≤1.2B parameter models in 6 tool use and agent benchmark tests, including Qwen3.5-2B-Think, achieving the highest scores in 5 tests, with a 2.5x speed increase and a 3x improvement in reasoning efficiency.
Hugging Face Daily PapersdNaViT is a discrete native resolution vision Transformer that matches or exceeds specific baselines in visual understanding, generation, and editing tasks through grouped product quantization and dual-branch targets. It performs excellently on 12 visual understanding benchmarks, 4 generation benchmarks, and one image editing benchmark, proving that discrete vocabulary can be a universal visual representation
NVIDIA BlogThe NVIDIA Jetson Orin NX module is used for inference on the pilot line of AIRECO's recycling plant, driving a robotic arm to pick up target objects from a conveyor belt with an accuracy rate of 95%; plans are to increase the annual processing capacity from 18,000 tons to 48,000 tons next year, reducing operating costs by 85%.
Hugging Face Daily Papers6565Longtail-SWE has released 202 problem-solving tasks covering 13 underrepresented programming languages, for engineering problems that are scarce in existing benchmarks. Built through a solver-judge-repairer pipeline, the model was evaluated under 9 configurations, including state-of-the-art models, analyzing task-solving performance, consistency of repeated attempts, and resource usage. All benchmark instances, execution environments, tools, and agent trajectories have been open-sourced.
AMD and Spectro Cloud launch Instinct Coder 355, supporting local deployment of GLM-5.3 inference with 98% performance. The system is equipped with 8 AMD Instinct MI355X GPUs and 2 x 64-core EPYC 9575F CPUs, featuring 3TB DDR5-6400 and 63.36TB SSD, with the Dell version supporting up to 85 developers per node.
Claris is testing the Harbor app, which can turn a single or multiple Apple Silicon Macs into a local AI server to run larger AI models without manual configuration. The app is currently in the early experience phase and has not been made available to the public yet.
KORA Systems releases the new operating system KORA OS, claiming it is the first 'bottom-up' system designed specifically for AI PCs, integrating agent workflows, contextual memory, and local AI reasoning at its core.
MarkTechPostSame story · 2 outletsMeta FAIR's e-means algorithm achieves k-means's 25-iteration loss level within 1.4 to 2.6 iterations, with GPU speed improvements of 10-45 times and CPU speed improvements of 8-15 times, without hyperparameter tuning, and has been integrated into FAISS 1.16.0
How the accounts differ:Hacker News states e-means achieves lower test loss in 25 rounds, while MarkTechPost mentions 1.4 to 2.6 rounds to match k-means 25 rounds' loss level.
AWS Machine Learning BlogDevelopers used LangGraph and Amazon Bedrock AgentCore Web Search to build a daily dependency monitor, watching daily changes in open-source software packages and container base images. The monitor checks daily new impacts on team releases, searches using Anthropic Claude models, and uses the Web Search API to get current results.
Codex releases55GitHub Copilot released version 0.169.0-alpha.10, without mentioning specific update content.
Google launches VLA robot model Gemini Robotics 2.5, achieving leaps in dexterity, reliability, and safety, with a success rate of 96% on the Mercedes production line. The model has tested 200 tasks, with a success rate 30%-100% higher than the baseline, a speed increase of 20%-30%, and is compatible with robots like Apptronik Apollo 2, adopting ASIMOV-Jailbreak benchmark to enhance jailbreak resistance to 99.5%.
Ollama releases66Ollama v0.40.17 released, fixes ChatGPT CLI recovery and graceful restart issues, supports OpenCode settings using thought metadata, and optimizes Vulkan integrated GPU LLM inference using mmap.
LangChain Deep Agents releases3535LangChain Deep Agents deepagents-code v0.2.7 released, adding shell completion scripts, fixes Windows editor launcher detection, `dcode completion` output, and Bash completion issues, improves Git attribution performance and adds a disable option.
Gemini CLI releases1515Gemini CLI v0.69.0-preview.0 released, fixing core CLI issues and adding the /stats command to track daily token usage, while supporting independent theme. configuration for custom themes.
The DecoderNvidia's GR00T 2 AI model learns new tasks for robots by analyzing human video actions without remote control, trained on 400,000 hours of video data, with lab test success rates of 10-80%, and combined with GPT-6 Astra achieves 97% success rate for toy model assembly, but tactile processing and language model latency remain challenges.
Databricks BlogDatabricks released Unity Catalog Metric Views integration with Power BI functionality, extending the unified governance semantic layer to Power BI, allowing each Power BI report to use managed UC metric views the same as AI/BI dashboards and Genie, business users can build reports and explore metrics autonomously, data teams only need to maintain a single definition in Databricks.
Latent SpaceNaive-N0.5-Flash is an open-source coding model developed by NaiveAI, achieving a high throughput of 2,100 tokens per second by improving Xiaomi's MiMo-V2.5 and integrating the NaiveRT engine.
AWS Machine Learning BlogCodex releases00GitHub Copilot 0.167.1 is released, providing features such as code review, vulnerability detection, and secret scanning.
Hugging Face BlogUsers can now associate the Hugging Face organization with their Google Cloud account via Google Cloud Marketplace, allowing Hugging Face usage to be billed to the Google Cloud account instead of credit card payment.
Claude · YouTubeClaude Whiteboards and Claude Sheets enter beta, Claude Dashboards officially launch as Claude Data
LangChain BlogWorkday has utilized LangGraph for agent orchestration and LangSmith for tracking and evaluation, reducing prototype development time from 5 months to within 1 day with a 4-person team by 2025 and supporting production environment deployment. Its Python SDK 'Workday LangChain' encapsulates LangChain core components and routes through internal services (including LLM gateway, RAG retrieval) while meeting enterprise-level security and compliance requirements.
PyTorch BlogExecuTorch WebGPU backend allows PyTorch models to run in WebGPU browsers without converting framework formats, supporting multiple models such as Llama 3.2, Qwen3, and Gemma 3.
The DecoderSame story · 3 outletsAWS Machine Learning BlogAmazon launched Bedrock Observational Data Lake, which transmits original model invocation logs from linked accounts to a central account via CloudWatch. Processed by Data Firehose and converted to Parquet format for storage in S3, it ultimately provides a unified query interface through Athena.
AWS Machine Learning BlogTCS has built an Agentic test orchestrator for BFSI clients, transforming requirements into executable controlled tests through Amazon Bedrock AgentCore, breaking down tests into dedicated tasks and executing them using their respective agents, tools, and validation rules, while meeting project-specific context, API, and browser UI testing, tenant-level security isolation, and repeatable test path requirements, significantly improving test throughput and allowing engineers to focus on risk analysis and exploratory testing.
MiniMax NewsFeaturedSame story · 3 outlets8080MiniMax has released an open-source weight image generation model based on H3, H3-Image, which supports text-to-image, reference image generation, and image editing, capable of generating 4096 × 4096 4K images within 10 seconds, and supports up to 16 reference images.
Why it matters: The official provides 4K generation speed, reference image quantity, and pricing range, which can be used to judge the gap between open-source image models and closed-source solutions.
Codex releases00GitHub Copilot released version 0.169.0-alpha.9, without mentioning specific update content.
NVIDIA NewsroomNVIDIA has contributed OpenShell, an open-source autonomous agent secure runtime, to the Cloud Native Computing Foundation (CNCF) and launched new tools such as NVIDIA Kubernetes Engine and NVIDIA Kubernetes Recipes to help teams deploy and manage GPU infrastructure on Kubernetes.
Comfy BlogMiniMax H3 Image now natively supports ComfyUI, offering 4096×4096 high-resolution output, supports text-to-image generation and reference image editing, and can also be run directly through Partner Nodes.
Amp News6565Amp launches Boxes, a permanently running, small, and affordable computer where users can deploy software built with Amp, with the smallest model priced at $18 per month, supporting the operation of any application and equipped with an AI agent to manage deployed applications and production data. Users can create, deploy applications, and control the power on/off of Boxes via the agent as needed, supporting minute-by-minute billing and default continuous operation.
