AWS Machine Learning Blog3434OpenFold3-preview can be deployed on Amazon SageMaker JumpStart, an open-source biomolecular structure prediction model developed by the OpenFold Consortium and AlQuraishi Lab at Columbia University, supporting 3D structure prediction for proteins, DNA, RNA, small molecule ligands, and their complexes.
AWS Machine Learning BlogDevelopers using coding agents like Claude Code and OpenAI Codex CLI need to be billed per task rather than per single call, so model routing should be based on the cost per task. NVIDIA NeMo Switchyard is an open-source library that helps AI agents select models to process each request, supporting Stage and Random routing strategies.
Codex releases00GitHub Copilot released version 0.171.0-alpha.5, providing code review, vulnerability detection, and secret scanning features, supporting enterprise-level code security and AI features.
LangChain Deep Agents releases1515The deepagents-code module of LangChain Deep Agents has been released as version 0.2.8, adding the ability to set `DEEPAGENTS_CODE=1` in a local shell environment and fixing issues with unencodable characters in redirected output.
LangChain Deep Agents releases1212langchain-modal 0.0.8 has been released, fixing the `ModalSandbox` file I/O issue and updated to use the `Sandbox.filesystem` API
AWS Machine Learning Blog3838Amazon Bedrock tracks every inference call to an IAM principal with built-in zero instrumentation cost attribution, passing identity information and organizational tags to AWS Cost and Usage Reports (CUR 2.0) and AWS Cost Explorer while keeping data within AWS security boundaries.
AWS Machine Learning BlogAssemblyAI builds an elastic architecture on AWS by hybridly using EC2 On-Demand and Spot instances, and leveraging Amazon ECS, SQS, and EventBridge, to increase GPU instance utilization by 3.5 times, achieve cost reduction within the European AWS region, and meet service level agreements (SLA). Its inference platform is deployed on three GPU instance families: g4dn, g5, and g6.
AWS Machine Learning Blog4242Amazon SageMaker HyperPod now offers Data Capture functionality, recording real-time inference input and output to Amazon S3, divided into three independent tiers to minimize latency impact.
Hugging Face BlogConstruct a pick-and-place simulation using the UR17G arm, Robotiq 2F-140 gripper, and beverage can in Isaac Sim, requiring checks on joints, motion, and contact behavior. SimReady Central provides asset models and simulation settings, and uses GPT-6 Sol to generate task code.
Ai2 BlogSame story · 2 outlets4040XYBench released, including 8K+ problem tests to evaluate how AI assistants handle requests based on misunderstandings; Claude Sonnet 4.6, GPT-5, Gemini 3.1 Pro, Qwen3.5-9B, and DeepSeek-V4 Pro often focus on the original incorrect method rather than the user's actual goal in the test.
How the accounts differ:Ai2 Blog states the benchmark includes 8K+ problems, while Hugging Face Blog mentions 8150 problems.
Meta EngineeringMeta has natively ported the Android Virtual Device framework Cuttlefish to macOS, by supporting QEMU and vhost-user, solving the technical challenges of running virtual devices on Apple Silicon, improving development efficiency, and unifying testing environments. The new version supports macOS's display, signing, and build processes, and expands features such as Bluetooth, Wi-Fi, and 3D graphics, allowing Mac developers to use high-fidelity virtual devices the same as CI.
Codex releases00GitHub Copilot 0.171.0-alpha.4 is released, including security features such as code review, vulnerability detection, and secret scanning.
Hugging Face BlogSame story · 2 outlets4040Hugging Face releases XYBench benchmark, containing 8150 real-world problems, to evaluate AI assistants' ability to identify user misunderstandings and guide them to correct solutions. Claude Sonnet 4.6, GPT-5, Gemini 3.1 Pro, Qwen3.5-9B, and DeepSeek-V4 Pro tend to focus on user errors (Y) rather than actual goals (X), with only 35-41% of responses centered on the actual goals.
How the accounts differ:Ai2 Blog states the benchmark includes 8K+ problems, while Hugging Face Blog mentions 8150 problems.
Databricks BlogDatabricks has released Genie Migrate, now supporting migration to Lakehouse from Microsoft SQL Server, Azure Synapse, Teradata, Oracle, Snowflake, Amazon Redshift, and Google BigQuery, automatically converting SQL code to ANSI SQL.
LangChain Deep Agents releases2020LangChain Deep Agents 0.7.38 was released to fix the issue where `ls`, `grep`, and `glob` would incorrectly return results when soft link resolution exceeds the approved search scope.
Hugging Face BlogFeatured6565llama.cpp and ggml release v1.0.0, binding destructive changes to the public C API to the major version number, and both will be released according to semantic versioning rules thereafter. The project has supported over 150 model architectures and mainstream speculative decoding methods, and provides pre-release binaries for Linux, macOS, Windows, Android, iOS, as well as distribution channels such as Docker, Homebrew, and conda-forge.
Why it matters: llama.cpp and ggml are released simultaneously with v1.0.0, and the major version number corresponds to destructive changes to the C API, allowing downstream dependents to plan their upgrade schedule accordingly.
Ant Group inclusionAI · Hugging Face new modelsinclusionAI has released the Duo 1.2 causal-base model, a full-duplex multimodal world model for real-time audio-video interaction, featuring improved generation quality, and model weights can be downloaded from Hugging Face.
Ant Group inclusionAI · Hugging Face new modelsinclusionAI releases Duo-1.0-distill, a full-duplex multimodal world model for real-time audio-video interaction, including Realization weights with four-step distillation, which needs to be used in conjunction with the causal-base suite.
Ant Group inclusionAI · Hugging Face new modelsinclusionAI releases Duo 1.0 causal-base model, a full-duplex multimodal world model for real-time audio-video interaction, including implementation weights and backbones, intent models and adapters, audio-video encoders, speech recognizers, and forced aligners. The model weights are based on MiniMax H3 initialization and are open-sourced.
Ant Group inclusionAI · Hugging Face new modelsinclusionAI releases the Duo 1.0 Realization weights for FP8-quantized four-step distillation, used for its causal base model, supporting full-duplex real-time audio-video interaction, and needs to be overlaid with the causal base model weights.
Codex releases00GitHub Copilot 0.171.0-alpha.2 has been released, the AI coding agent is used for tasks, projects, and automation work, supporting code review, collaboration, and cloud-based development environments.
Codex releases00GitHub Copilot rust-v0.171.0-alpha.3 released, this version is used for code review and collaboration.
Ant Group inclusionAI · Hugging Face new modelsSingVL-4B GGUF is the GGUF version of the 4B parameter multimodal decision-making model Sing VL S1 based on Qwen3.5, which can answer named entity questions with text or JSON and up to four images, and uses a full forward pass scoring option, scoring 69.76 in the Text evaluation and 73.94 in the Vision evaluation. The model uses the llama.cpp adapter, with a default context size of 4096 tokens, supporting text and image input.
Codex releases00GitHub Copilot has released version 0.171.0-alpha.1, offering code generation, review, and security detection features, supporting enterprise integration and support services.
GitHub Blog · AI & ML5858Agent skills allow the capture of reusable instructions for users and agents, defining the timing and manner of task execution through a versioned directory centered around a SKILL.md file. Proof Agent uses an independent validator for adversarial validation of AI-generated content, while Data Forge constructs a support pipeline for table metrics through multiple collaborative skills, with each skill sharing context defined by a manifest rather than independently rediscovering it.
Databricks Blog2222Lakebase architecture serves both Postgres and analytics with a single persistent data copy, without the need for CDC pipelines or a second database. This architecture stores data hierarchically in object storage and cache, not traditional replication. It supports both point-in-time and scan access paths, optimized respectively using Postgres heap pages and Parquet format, with no additional synchronization tasks.
AWS Machine Learning BlogNatera developed the SWARM intelligent agent system to address knowledge gaps caused by laboratory equipment failures, achieving 130x response speedup and 96.2% automation support for handling work orders through Amazon Bedrock AgentCore.
AWS Machine Learning BlogSGLang-Neuron made available via AWS Deep Learning Container, supporting SGLang inference and reinforcement learning deployment on AWS Trainium, using the same interface as SGLang, running on native PyTorch, supporting PD disaggregation and 10240 token context length.
Databricks BlogGenie Migrate is now available, helping users easily migrate to Databricks Lakehouse, supporting large-scale data migration while maintaining performance.
LangChain Deep Agents releases1515LangChain Deep Agents SDK has fixed the lookup cache issue for optional prompt word caching and updated the minimum version requirements for dependencies.
Databricks BlogEclipse Aerospace partnered with Databricks to make nearly 20 years of proprietary flight data (totaling 3TB) more accessible for service centers and engineers via a custom data source using PySpark, without requiring additional infrastructure.
Codex releases00GitHub Copilot has released version 0.170.0-alpha.4, providing code review, security vulnerability detection, and key scanning features.
Hugging Face BlogFeatured7171IBM released LLMON (LLM Object Notation) markup language on Hugging Face and launched two experimental preview models based on Granite 4.1: granite-4.1-3b-LLMON-preview and granite-4.1-8b-LLMON-preview, while also open-sourcing a GitHub toolkit.
Why it matters: The original text provides the design motivation for the LLMON markup language and the two preview models, allowing readers to understand how separating instructions and data can reduce the risk of indirect prompt injection.
AWS Machine Learning Blog3838Developers can quickly access base models through Amazon Bedrock application inference profiles and LiteLLM, achieving single API access, user-level cost control, and model performance observability.
Databricks BlogH6.ai automates accounts payable processing on customers' existing ERP systems by reading invoices, matching purchase orders, allocating accounting subjects, and executing in accordance with company policies, combining AI-assisted understanding with deterministic policy execution. It adopts Lakebase Postgres to establish a dedicated database for each customer, storing purchase orders, suppliers, accounting subjects, historical transactions, and policies, etc., to support frequent regression testing.
Codex releases00GitHub Copilot has released version 0.170.0-alpha.3, offering code review, security vulnerability detection, and key scanning features. This version is suitable for enterprise users, including advanced AI features and 24/7 support.
Databricks BlogBlock company has launched Buzz, an open-source collaborative space, allowing employees to interact with AI agents in a shared workspace. Through Databricks Unity Gateway, users can access cutting-edge models from OpenAI, Anthropic, Google, and open-source models (specific number not mentioned in the original text), experimenting with different AI agent framework combinations. Employees can create AI agents and choose models (such as the lightweight version of Goose) to achieve multi-person collaborative development, analysis, and other tasks.
LangChain Deep Agents releases3535LangChain Deep Agents v0.7.36 released, fixing the hang issue of `FilesystemBackend.download_files` on FIFO files, and adding features such as passing the agent backend to middleware that requests it, and logging sub-agent checkpoint namespaces to `task` tool messages.
AWS Machine Learning Blog5555AWS introduces Agent-to-Agent (A2A) protocol, allowing multi-agent systems operating across organizational boundaries to discover each other, communicate, and exchange tasks through a standardized protocol without exposing internal details or relying on the same framework.
