代理工具

Agent、MCP、coding agent、工作流自動化與評測。

Runway Solaris Replaces Programmatic Interfaces With Frame-by-Frame Generation, but Text, State, and Accessibility Still Fall Short

Runway’s Solaris treats clicks, drags, and text input directly as conditioning signals for a video model, synthesizing the next 720p interface frame in real time. This research preview demonstrates the possibility of interaction without HTML/CSS, but latency, cost, weights, and reproducible evaluations have not been disclosed.

2026-09-02

最新模型

BenchMIRT Uses Multidimensional Item Response Theory to Dissect LLM Evaluations, Revealing That Safety Scores Can Conflate Reasoning Ability

Ai2 has open-sourced BenchMIRT, which separates latent capabilities such as safety and general reasoning based on model response patterns across more than 34,000 questions. Experiments show that some safety benchmarks primarily reflect reasoning performance and that a carefully selected 10% of questions can largely preserve capability rankings, though the data covers only models released by early 2025.

2026-09-02

最新模型

Gemini Turns Long-Video Understanding Into a Tool Loop, Dynamically Selecting Clips and Sampling Rates Based on the Query

Google has added agentic video processing to three Gemini Flash models, allowing them to load frames, audio, or transcripts on demand instead of processing an entire video at a fixed frame rate in advance. The company claims token savings of up to 88% and cost reductions of 66%, though time to first token for short videos and evaluation reproducibility remain to be tested.

2026-09-02

代理工具

Gemini CLI 0.58 Blocks macOS Sandbox Access to Container Daemons, Closing Host Path That Could Bypass File Boundaries

The new release blocks sockets, executables, and IPC interfaces for container runtimes such as Docker, OrbStack, and Colima across all built-in Seatbelt profiles. The update also fixes write-policy configuration, the safety checker, and A2A cancellation state, but custom installation paths and existing workflows still require separate validation.

2026-09-02

推論系統

llama.cpp b10731 Adds Recurrent State Rollback for Qwen3.8-Flash-Next, Eliminating Repeated Full-State Transfers During MTP Speculative Decoding

llama.cpp fixes an issue in Qwen3.8-Flash-Next that prevented SSM and convolutional states from being rolled back correctly when draft tokens were rejected. Testing on a single RTX PRO 6000 showed code decoding performance rising from 123 to 183 tokens/s, though the results remain limited to a specific quantization, draft head, and single processing slot.

2026-09-02

最新模型

Claude Fable 5.1 Cuts Cache Costs for Long-Running Agents, but Upgrading Involves Breaking Changes to Thinking Blocks and Tool Calls

Anthropic has launched Claude Fable 5.1 with a 1 million-token context window, 75% lower cache-read pricing, per-message reasoning effort, and progress updates between tool calls. Existing Fable 5 workflows cannot simply swap in the new model: forced tool use, thinking-block reuse, and safety routing all require renewed testing.

2026-09-02

代理工具

Codex CLI 0.152 Adds Per-Tool MCP Output Quotas and Fixes Lost Instructions in Long-Running Sessions

OpenAI has added output token limits for individual MCP tools and now allows app-server shell commands to run for more than an hour. The release also fixes an issue where user instructions and authorizations could be lost after conversation history was compacted, while the built-in planning tool is now disabled by default.

2026-09-01

最新模型

Flower Endeavor 1.0 Opens Up Private Enterprise Deployment, but Model Specifications and Independent Evaluations Are Still Missing

Flower Labs has introduced Endeavor 1.0 for reasoning, software development, and long-running agent tasks, available either as a managed service or deployed in customer environments. Its initial results are close to those of some frontier models, but with access currently limited to a preview and the benchmarks based solely on vendor self-evaluation, real-world deployment costs and capabilities cannot yet be verified.

2026-09-01

代理工具

VS Code Agent Host Moves the Agent Loop Out of Extensions, Using AHP to Synchronize Sessions Across Windows

VS Code 1.132 through 1.135 connect agents such as Copilot and Claude to a standalone Agent Host, allowing sessions to continue across windows, remote connections, and headless environments. The open Agent Host Protocol unifies session state, but not the reasoning, permissions, or tool behavior of individual models.

2026-09-01

代理工具

Microsoft Restructures AI Standards Around Models, Platforms, and Applications as Agent Governance Shifts to Runtime Intervention

Microsoft has reorganized its Responsible AI Standard to apply core and contextual requirements according to the technology stack and the company’s role. Supporting tools use executable evaluations, stateless policy decisions, and workflow intervention points to extend agent governance from predeployment documentation to continuous control.

2026-09-01

AI 安全

F5 WAF Adds Per-Application Anomaly Baselines, Turns Scan Findings Directly into Virtual Patching Rules

F5 has added anomaly detection and agentic threat intelligence to Distributed Cloud WAF, while connecting vulnerability scan findings to runtime blocking workflows. The new capabilities could shorten the exposure window, but detection rates, false-positive rates, and latency figures are still based solely on vendor testing.

2026-09-01

AI 基礎設施

HUMAIN Brings MI355X and 800G Ethernet AI Cluster Online but Does Not Disclose Current GPU Count or Power Capacity

HUMAIN is now offering production-grade GPU services in Saudi Arabia built with AMD MI355X, EPYC, and Cisco Silicon One networking. This moves the partnership beyond the “planned capacity” stage, but 250 MW and 1 GW remain targets for deployment beginning in 2027 and by 2030, respectively.

2026-09-01