最新模型

新模型、開放權重、多模態、語音、影像與模型架構。

ChatGPT Health Connects to Electronic Health Records and Apple Health, Bringing Personal Health Data into the Model Context

OpenAI has begun rolling out ChatGPT Health to adult users in the United States, enabling synchronization with healthcare provider records, Apple Health, and supported health apps. The system uses b.well to aggregate heterogeneous EHR data and promises not to use the associated data to train foundation models, but the product is not intended for diagnostic use.

2026-07-24

代理工具

Cursor Router Selects a Model for Each Coding Task, Balancing Quality and Inference Cost with Online Behavioral Signals

Cursor has redesigned Auto mode around a request-level model router that directs traffic among different models based on the prompt, context, domain, and complexity. The company claims that online A/B testing shows cost savings of up to 60%, but it has not disclosed its routing rules, model distribution, or complete raw data.

2026-07-24

代理工具

GitHub Copilot Cloud Agent Is Now Generally Available for Linear, Launching Isolated Environments from Issues and Returning Draft PRs

Linear issues can now be delegated directly to the GitHub Copilot cloud agent, which modifies code in an ephemeral GitHub Actions environment and creates a draft PR. The generally available release adds controls for models, branches, custom agents, and mid-run redirection, but teams must still govern cross-platform permissions and prompt injection risks.

2026-07-24

代理工具

GitHub MCP Server Adds Early Support for New Stateless Protocol, Removing Initialization Handshake and Redis Sessions

GitHub MCP Server has added early support for the MCP 2026-07-28 specification, scheduled to be finalized on July 28. The new version makes stateless requests the core of the protocol, reducing horizontal scaling costs, but teams building custom clients and long-running task implementations must still address several breaking changes.

2026-07-23

Microsoft Open-Sources Mage-Flow: A 4B-Parameter Model Unifying Image Generation and Instruction-Based Editing with a Native-Resolution Pipeline

Mage-Flow combines the lightweight Mage-VAE, a native-resolution MMDiT, and rectified flow matching in a 4-billion-parameter image model. Microsoft has released MIT-licensed weights for both generation and editing, though current quality comparisons and efficiency figures still come primarily from the team’s own evaluations.

2026-07-23

AI 基礎設施

GigaToken Accelerates BPE With Rust, SIMD, and Direct File I/O, Reaching 24.53 GB/s in a GPT-2 Tokenization Benchmark

The open-source GigaToken 0.9.0 project reoptimizes pre-tokenization, BPE merging, and the data input path, claiming a 989× speedup over Hugging Face Tokenizers on a dual-socket, 144-core AMD EPYC server. Its top result depends on the native API, an 11.9 GB corpus batch, and highly parallel hardware, and cannot be directly extrapolated to short online requests.

2026-07-23

Solar Open 2 Supports a Million-Token Context with Hybrid Linear Attention, Activating Just 15B of Its 250B MoE Parameters per Token

South Korea’s Upstage has released Solar Open 2 for long-horizon agents, combining a 250-billion-parameter MoE, hybrid attention, and a 1-million-token context window in a single model. The company says the quantized model can be deployed on two NVIDIA H200 GPUs, though current evidence for its performance and long-context stability comes primarily from the team’s own testing.

2026-07-23

代理工具

Anthropic Memory Store API Changes Pagination and Path Semantics, Potentially Invalidating Old Cursors and Query Parameters

New rules for Claude Managed Agents memory listing took effect on July 22, including stable ordering, directory-style prefix matching, and restricted query depth. This is more than an SDK header change: existing synchronization programs may encounter 400 errors, missing items, or invalid cursors.

2026-07-23

AI 科學與高效能運算

U.S. Department of Energy Launches 278 AI Science Workflow Projects Linking Agent Frameworks, Models, and National Laboratory HPC

The first group of Genesis Mission projects spans nuclear energy, critical minerals, chip design, and commercial fusion. Research teams will share models, agent frameworks, and high-performance computing resources. OpenAI has separately committed Codex access and API credits to support about 2,000 researchers and two large-scale scientific experiments.

2026-07-23

訓練系統

SLAI T-Rex Achieves 34.22% MFU in Full-Parameter Post-Training of a Trillion-Scale MoE on Ascend SuperPOD

The research team redesigned parallelization strategies, communication scheduling, kernels, and operator fusion for the DeepSeek-V4 family, bringing Ascend training efficiency to 2.93× the open-source baseline. The system was also used to train an operations research model on solver-verified data, though more complete public reproduction of the code, data, and hardware measurements is still needed.

2026-07-23

推論系統

BaseRT Directly Drives M5 Neural Accelerators via Metal 4, Achieving Up to 6.4× Faster Prompt Processing Than llama.cpp

BaseRT has added hand-written dense and MoE GEMM and FlashAttention kernels, offloading matrix operations during the prompt-processing stage to the neural accelerators inside the M5 GPU. The team reports substantial leads over llama.cpp and MLX on the M5 Pro, although the figures currently come solely from the developers’ own single-machine tests.

2026-07-23

推論系統

SWE-Pruner Pro Reads Coding Models’ Hidden States Directly, Cutting Agent Tokens by Up to 39%

SWE-Pruner Pro replaces a separate classifier with a lightweight prediction head that uses a coding agent’s internal representations to decide whether to retain each line of tool output. Tests with two open MoE models across four multi-turn benchmarks showed token savings, but the method requires inference-server modifications, and some quality gains have yet to be reproduced.

2026-07-23