最新模型

新模型、開放權重、多模態、語音、影像與模型架構。

DeepSeek Harness 0.1.2 Alpha Enables Model Selection for Subagents, Completes ACP Permission and Cancellation Controls

The latest DeepSeek Harness release lets a primary agent select providers, models, reasoning effort, and output limits for subagents within its authorized scope. It also completes ACP interfaces for sessions, MCP, permissions, and cancellation. The release expands networking and external-model integrations, but the maintainers explicitly warn that its sandbox and approval mechanisms should not yet be considered secure isolation.

2026-08-31

代理工具

Cogram Studio Opens Headless FreeCAD via MCP, Letting Agents Create CAD and BIM Files Directly

Cogram has introduced a cloud-based modeling environment shared by humans and AI agents, using FreeCAD 1.1, the OpenCASCADE geometry kernel, and an MCP toolset to work with 3D models and technical drawings. Agents can already complete constrained, iterative modeling tasks, but engineers must still inspect complex models for geometry, dimensions, and solid constraints.

2026-08-31

最新模型

GSQ-RCO Allocates Bits by Tensor Sensitivity, Compressing Qwen3.8-27B into an 8.4GB Standard GGUF

ISTA DASLab has released three mixed-precision quantized versions of Qwen3.8-27B. GSQ learns the quantized values, while RCO selects the precision for each tensor under a fixed capacity budget. The smallest version is just 8.4GB and can be loaded directly by llama.cpp, Ollama, and LM Studio, although the near-lossless claim is still based on the team’s own evaluation.

2026-08-31

AI 安全

MCP Registry Testing Exposes Hidden System Prompts: More Than 5,000 Reachable Servers Return Instructions

Fetchgate performed read-only handshakes with 15,329 remote URLs in the official Registry and found that 5,462 reachable endpoints sent server-level instructions. The issue extends beyond prompt injection to include recurring context costs on every turn and hidden priority conflicts among tools.

2026-08-30

最新模型

GLM-5.3 Open-Weights Release Arrives After a Two-Week Delay, With Cybersecurity Capabilities and License Terms Both Creating Deployment Barriers

Z.ai has released the FP8 weights for GLM-5.3, ending a two-week safety buffer imposed because of the model’s increased offensive capabilities. The model can be deployed with frameworks such as vLLM and SGLang, but large MaaS providers are additionally subject to security review requirements.

2026-08-30

代理工具

Qwen Code 0.22.3 Lets Chat Channels Retain Eight Named Agent Tasks, but They Still Share a Working Directory

The new Channels feature can retain up to eight named sessions scoped by channel, chat, and sender, and reconnect to the original conversation after a session is closed. This is multi-task management, not parallel isolation: only one task can currently be selected at a time, and all tasks still operate in the same working directory.

2026-08-30

推論系統

KoboldCpp 1.120 Adds Direct I/O Loading Mode, Allows mmap and mlock to Be Enabled Together

The new release adds `--usedirectio` for large GGUF weights and allows the relevant memory pages to be locked when a model is mapped with mmap. It also supports Qwen3.8-Flash-Next, Ling-3.0-flash, and custom JavaScript tools, but the project has not published loading-speed or memory benchmarks.

2026-08-30

硬體

Sopro V2 Turbo Releases a 120M-Parameter Speech Model with Two-Step Acoustic Solving for Streaming Synthesis on CPUs

Sopro V2 Turbo distills a 500M-parameter teacher into a 120M-parameter model, then uses reflow to reduce acoustic solving from 32 steps to two. The model can produce its first audio chunk in about 300 milliseconds on an M3 CPU and supports in-browser inference, but it currently covers only four European languages and does not include training code.

2026-08-30

GitHub Repo

Fizgig 5.0 Uses Rotating Training Windows to Fully Fine-Tune a 33B Video Model on a 16GB GPU

Fizgig 5.0 updates all weights in MiniMax H3 and Krea 2 segment by segment, retaining gradients and optimizer states only for the current slice. Developer tests show peak VRAM usage as low as under 13GB, but system memory, training speed, and independent quality validation remain key constraints.

2026-08-30

最新模型

Gemini Omni 1.1 Flash Extends Video Using Ten Seconds of Context and Adds First-and-Last-Frame Control

Google has promoted Gemini Omni 1.1 Flash to a stable API. Scene extension can analyze the preceding ten seconds of content and generate videos segment by segment up to a total length of 40 seconds. The new version also supports first-and-last keyframes, 360p drafts, and 4K output, although the publicly available quality data still relies primarily on Google’s own evaluations.

2026-08-30

最新模型

Hy4 Preview Opens 770B MoE Weights, Targeting Long-Context Agents with Sparse Attention and Built-In MTP

Tencent has released Hy4 Preview’s Apache 2.0-licensed weights, an FP8 version, and deployment recipes for vLLM and SGLang. The model activates roughly 49B of its 770B parameters per token. It supports a 1-million-token context window, though evidence for its quality and self-optimization capabilities still comes primarily from Tencent’s internal evaluations.

2026-08-28

推論系統

llama.cpp Reworks Adreno Matrix Multiplication Routing, Speeding Up Prompt Prefill by 9% to 25% Across Two Chip Generations

llama.cpp b10687 avoids inefficient matrix multiplication paths selected by the OpenCL compiler on Snapdragon X2 and older A7X GPUs. Maintainers measured prompt-prefill speedups of roughly 20% to 25% for gpt-oss-20b and 9% for Gemma 3n, while per-token decoding saw no improvement.

2026-08-30