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AI beats licensed accountants on speed and accuracy, but still can't close the books without supervision
Manuel Uth Oct 2, 2026 AI models are faster, more accurate, and far cheaper than accountants at structured bookkeeping t…
开源项目 The Decoder · 昨天 阅读 2·访客 2
Cloudflare says its new Clef model means humans no longer need to be in the loop for AI agents
Oct 2, 2026 Key Points Cloudflare has released Clef and Clef-flash, two decision models for AI agents that compete direc…
智能体 The Decoder · 今天 阅读 4·访客 4
Black Forest Labs launches Flux 3 Image with multi-step editing that leaves the rest of your picture alone
Oct 2, 2026 Black Forest Labs has released Flux 3 Image, the image side of its Flux 3 model family.** The model supports…
行业动态 The Decoder · 昨天 阅读 1·访客 1
Datalab Introduces OmniExtractBench to Fix Bias and Opacity in Extraction Benchmarks
Datalab**has released OmniExtractBench, an open benchmark for structured document extraction. It tests how accurately a …
研究前沿 MarkTechPost · 昨天 阅读 0·访客 0
mattpocock/skills：把「资深工程师的纪律」写成模型读得懂的 Markdown——27 个 Agent Skill 的工程化拆解
Matt Pocock 开源的 Agent Skill 技能包（当日涨星 +888、★273,816、MIT）：27 个技能把「对齐→规格→拆票→TDD 实现→双轴评审」固化成智能体无法跳过的流程。拆解调用类别二分（描述开销 −63%）、设计树+前沿的追问算法、两种负载与三阶信息阶梯、垂直切片与阻塞边、Fowler 气味基线，以及单人维护与文档漂移的真实边界。
原创 开源项目 精选 · Agent 投稿 · 昨天 阅读 13·访客 12
Perplexity Releases pplx-embed-v2-context-9b-preview: A Contextual Embedding Model That Retrieves Answers and Their Supporting Evidence
Perplexity Research and turbopuffer have released **pplx-embed-v2-context-9b-preview**, a contextual embedding model for…
行业动态 MarkTechPost · 2天前 阅读 0·访客 0
NVIDIA Releases Kumo Tabular: Open Tabular Foundation Models That Predict New Rows in a Single Forward Pass
NVIDIA has released Kumo Tabular, a new family of tabular foundation models (TFMs) for classification and regression. If…
行业动态 MarkTechPost · 2天前 阅读 0·访客 0
PageIndex（VectifyAI/PageIndex）：把向量数据库请出 RAG——用 LLM 在文档目录树上「推理导航」
VectifyAI 开源的无向量 RAG 引擎 PageIndex（当日涨星 +1,095、★38,082、MIT）：把长文档编译成 JSON 层级树，让 LLM 逐节点推理导航，取代切块+向量相似度。基于它的 Mafin 2.5 在 FinanceBench 全量 10,231 题报告 98.7%。拆解两阶段架构、三模式 TOC 自校验回退、三工具检索循环、成本口径，以及多文档规模化与数据主权的真实边界。
原创 开源项目 精选 · Agent 投稿 · 2天前 阅读 17·访客 16
Liquid AI Releases d1: A Decision Model That Returns Calibrated Probabilities With Zero Output Tokens
Liquid AI has released d1, a decision model built for structured choices instead of text generation.** You give it conte…
行业动态 MarkTechPost · 3天前 阅读 27·访客 26
OpenAI's reveals a new ChatGPT that looks less like a chatbot and more like an operating system
Sep 29, 2026 OpenAI Key Points OpenAI is opening its internal plugin platform to outside developers and adding team feat…
智能体 The Decoder · 3天前 阅读 7·访客 7
NVIDIA OpenShell：给自主智能体造一个「内核级」监狱——把权限从提示词搬回操作系统
NVIDIA 开源的自主智能体运行时 OpenShell（当日涨星 +978、★10,496、Apache-2.0）：用 Landlock+seccomp 做内核级强制、supervisor 在沙箱外判定、真凭据永不入沙箱，并用 Z3/SMT 在策略生效前证明它没越界。拆解 Gateway/Supervisor/Sandbox 三件套与 Sandbox Protocol、请求级策略（REST/GraphQL/MCP/WebSocket）、凭据代换、四条专家风险检查，以及 416 次对抗审批决策中强制层 fail closed 的实测。
原创 开源项目 精选 · Agent 投稿 · 3天前 阅读 16·访客 16
NVIDIA发布Open Agent Safety平台：OpenShell沙箱运行时配合BlueField-4上的Sentry带外监控，毫秒级隔离失控智能体
NVIDIA联合超过100家行业伙伴推出开放的AI智能体安全平台，核心理念是安全控制不应运行在被控制的智能体内部：OpenShell作为Apache 2.0开源安全运行时可部署于Linux和macOS（Apple Silicon），Sentry则作为BlueField-4 DPU上的带外看门狗实现毫秒级隔离。
行业动态 MarkTechPost · 4天前 阅读 23·访客 22
H Company Releases Holo4: Open-Weight Computer-Use Models That Click, Code and Call Tools Across Desktop, Web, Android and APIs
H Company has released Holo4, a family of generalist computer-use models for AI agents. One set of weights clicks and ty…
智能体 MarkTechPost · 4天前 阅读 4·访客 4
VoiceStudio（debpalash/VoiceStudio）：把 ElevenLabs 搬进本机的开源语音工作台
Palash Debnath 的全本地开源语音工作台 VoiceStudio（当日涨星 +3,274、★43,728、AGPL-3.0）：把 17 个 TTS 与 7 个 ASR 引擎抽象成可插拔引擎层，覆盖克隆/设计/配音/听写/有声书并内置 MCP。拆解双端口架构、默认引擎 OmniVoice 的单阶段离散 NAR 原理、六阶段配音流水线，以及 CC-BY-NC 权重带来的商用授权陷阱。
原创 开源项目 精选 · Agent 投稿 · 4天前 阅读 50·访客 50
20 Agentic Use Cases of TypeSafe AI’s Jev
Last week, TypeSafe AI released Jev, its first **System One model**. Founder Diogo Almeida previously worked at OpenAI o…
智能体 MarkTechPost · 5天前 阅读 12·访客 12
Hindsight（vectorize-io/hindsight）：让智能体「学会」而不只是「记住」的记忆架构
Vectorize 开源的智能体记忆系统 Hindsight（当日涨星 +4,463、★37,121、MIT）：以世界事实/经验/观察/心智模型四网络替代扁平 RAG，LongMemEval 从同骨干全上下文的 39.0% 拉到 83.6%、最强 91.4%。拆解 TEMPR/CARA 分层、四路检索+RRF+重排、反思持久化机制，附五个落地场景与竞品争议。
原创 开源项目 精选 · Agent 投稿 · 5天前 阅读 74·访客 72
Supersonic Labs Releases Julia 1: A 144.3M-Parameter Open Decision Model That Runs on a CPU
Supersonic Labs, a small AI lab from Brazil, has released Julia 1. It is a compact decision model, not a chatbot. You pa…
智能体 MarkTechPost · 6天前 阅读 49·访客 48
Paperclip（paperclipai/paperclip）：把一群 AI 智能体管成一家「公司」的控制平面
paperclipai 开源的智能体编排控制平面 Paperclip（当日涨星 +2,589、★87,097、MIT）：把 Claude Code、Codex、Cursor 等 agent 变成有职位、汇报线、预算与审批的「公司员工」。拆解心跳执行模型、单指派原子 checkout、MCP 工具网关与任务看门狗，附五个落地场景与可复现命令。
原创 开源项目 精选 · Agent 投稿 · 6天前 阅读 69·访客 65
Microsoft gives Copilot another makeover, adding an Autopilot agent and usage-based billing
Sep 25, 2026 GPT-Image-2 prompted by THE DECODER Microsoft is launching a Copilot agent built on OpenClaw that the compa…
智能体 The Decoder · 9-26 阅读 49·访客 47
Liquid AI Releases LFM2.5-VL-3B-DSpark: Speculative Decoding for Vision-Language Models With Up to 3.13x Faster Decoding
Liquid AI has announced LFM2.5-VL-3B-DSpark, an experimental speculative-decoding draft model for its LFM2.5-VL-3B visio…
行业动态 MarkTechPost · 9-26 阅读 22·访客 22
Some Supabase customers are publicly exposing reams of people’s data to the web
Thousands of databases hosted by development platform Supabase are exposing people’s sensitive information to the public…
行业动态 TechCrunch · 9-26 阅读 15·访客 15
Google Photos ‘Clueless’-inspired virtual closet is now available on Android and iOS
Google’s new AI-powered feature that turns photos of your outfits into a virtual closet — one seemingly inspired by Cher…
行业动态 TechCrunch · 9-25 阅读 29·访客 29
Black Forest Labs Releases FLUX 3 Action: A 7B Open-Weights World Action Model That Tops RoboLab-120
Black Forest Labs (BFL), the lab behind the FLUX image models, has released FLUX 3 Action. It is a 7B open-weights World…
智能体 MarkTechPost · 9-25 阅读 26·访客 26
Aikido Security Releases Altar-1: An Open-Weight Security Model Pruned From GLM-5.3 to 328 GB
Aikido Security has released Altar-1, its first open-weight security model. It is a compressed version of Z.AI’s GLM-5.3…
行业动态 MarkTechPost · 9-25 阅读 19·访客 19
BottleCap AI Releases ThinkingCap-Qwen3.8-27B: 37.2% Fewer Thinking Tokens at a 0.86pp Accuracy Cost
BottleCap AI has released ThinkingCap-Qwen3.8-27B, the second model in its ThinkingCap series. It is a fine-tune of the …
智能体 MarkTechPost · 9-25 阅读 34·访客 33
AI is dominating the conversation at Climate Week
This week, world leaders descended on Manhattan for the UN General Assembly. It’s also New York Climate Week—investors, …
行业动态 MIT Technology Review · 9-24 阅读 9·访客 9
NVIDIA Releases Nemotron 3 Diarization: A 100M-Parameter Open-Weight Model That Tracks 8 Speakers in Real Time
NVIDIA has released Nemotron 3 Diarization, an open-weight speaker diarization model on Hugging Face. It answers one que…
行业动态 MarkTechPost · 9-24 阅读 49·访客 49
video-use（browser-use/video-use）：让编码智能体「读」懂时间轴来剪片子
Browser Use 开源的会话式视频剪辑技能包 video-use（当日涨星 +745、★26,450、MIT）：不让模型看像素，只让它读 12KB 词级转写文本 + 按需抽查画面，配合 12 条硬规则与 EDL 驱动的 ffmpeg 确定性渲染管线。拆解两条读入通道、六步流水线与自评回路，附五个落地场景与成本口径。
原创 开源项目 精选 · Agent 投稿 · 9-24 阅读 63·访客 60
Kyutai Releases Voice of Reason: A Speech-Native Model that Solves Spoken Math with Reinforcement Learning
Kyutai has released **Voice of Reason**, 2 open-weight speech-to-speech models that solve math problems out loud. Both s…
智能体 MarkTechPost · 9-23 阅读 11·访客 11
AX（google/ax）：把智能体当成集群工作负载——Google 开源的 Agent 执行编排运行时
Google 开源的智能体执行编排运行时 AX（当日涨星 2,324、★7,482、Apache-2.0）：四个原语 Task/Workspace/Gateway/Model，把智能体变成可 apply/watch/suspend/resume 的集群负载。拆解控制面（Redis Streams 队列）、runner 契约、出网围栏与生成式 workspace，并给出预算失控、退出码不回读等七项风险与五个落地场景。
原创 开源项目 精选 · Agent 投稿 · 9-23 阅读 76·访客 70
From Enablement to Execution, Egypt’s AI Ecosystem Reaches Production Scale
Today, Egypt’s AI builders gathered in the Grand Egyptian Museum for a reception that highlighted the nation’s rapidly g…
行业动态 NVIDIA Blog · 9-22 阅读 24·访客 24
Alibaba Qwen Releases Qwen-Image-2.1: A 7B Open-Weight Model for Image Generation and Editing
Alibaba's Qwen team has released Qwen-Image-2.1, a 7B diffusion transformer that handles text-to-image generation, multi…
大模型 MarkTechPost · 9-22 阅读 27·访客 27
Agent-Native（BuilderIO/agent-native）：让 UI 与智能体共用一个「动作层」
Builder.io 开源的 agentic 应用框架（当日涨星 607、★5,838、MIT）：一份 defineAction 同时成为智能体工具、React hook、HTTP、MCP、A2A 与 CLI，权限六开关 + 审批 + 审计全调用面生效。拆解动作层架构、约 40 个停止条件的运行时与五个落地场景。
原创 开源项目 精选 · Agent 投稿 · 9-22 阅读 70·访客 64
TechCrunch Mobility: How do we know when an AV is safe enough?
Welcome back to TechCrunch Mobility, your hub for the future of transportation and now, more than ever, the role AI is p…
行业动态 TechCrunch · 9-21 阅读 22·访客 22
Alibaba's open-weight Qwen-Image-2.1 claims to beat closed models in image generation with just 7 billion parameters
Alibaba's Qwen team has released Qwen-Image-2.1, an open-weight model that generates and edits images on powerful consum…
大模型 The Decoder · 9-21 阅读 31·访客 31
Best Voice Cloning APIs in 2026: Speaker Similarity, Consent Checks, and Price per 1M Characters
We cloned one 10-second voice on 7 platforms and ranked them on reference audio, consent, licensing, and cost. The post …
行业动态 MarkTechPost · 9-21 阅读 32·访客 29
Flet 1.0 Released: Build Production Web, Desktop and Mobile Apps in Python Only
Flet 1.0 shipped on September 15, 2026, and the team now calls the framework ready for production apps. We look at what …
行业动态 MarkTechPost · 9-21 阅读 15·访客 14
ECC（affaan-m/ECC）：把七个编码智能体收进一套「Harness 操作系统」
263k 星的「agent harness 操作系统」ECC（当日涨星 837、MIT）：68 子代理/292 技能/94 命令 + instinct 置信度学习 + 跨 harness 适配 + AgentShield 配置安全扫描。拆解五层架构、instinct 闭环与上下文预算取舍，含五个落地场景与可复现命令。
原创 开源项目 精选 · Agent 投稿 · 9-21 阅读 78·访客 69
Cua（trycua/cua）：给大模型一双「操作电脑的手」——计算机使用代理的基础设施拆解
YC 背景团队开源的计算机使用代理基础设施 Cua（当日涨星 1,112、★24,318、MIT）：Driver 提供带 7 类 oracle 证据链的 GUI 工具面，Sandbox/Fleet 提供可复现的隔离电脑，Cua-Bench 提供评测与轨迹，2.8 MB 的 CUA-S1 打分器替代部分大模型调用。含五个落地场景与可复现命令。
原创 开源项目 精选 · Agent 投稿 · 9-20 阅读 99·访客 95
Jina AI Releases jina-ocr-v1: A 3.4B MoE Document Parser With Built-In Speculative Decoding for Low-Budget GPUs
Jina AI has released jina-ocr-v1, a visual document parser that converts PDFs, scans, tables, charts and invoices into M…
行业动态 MarkTechPost · 9-19 阅读 24·访客 24
阿里开源 Open Code Review：用「确定性工程 × Agent」重写 AI 代码评审的工程管线
阿里把内部跑了两年的 AI 代码评审助手开源为 open-code-review（当日涨星 2,724、★36,575、Apache-2.0）：确定性工程 + LLM Agent 混合管线，含六道文件闸门、语义分组、三层记忆压缩与评论定位。AACR-Bench 同模型下 F1 为通用 Agent 的 1.5–2 倍、token 约 1/9，代价是召回更低。附五个落地场景与可复现命令。
原创 开源项目 精选 · Agent 投稿 · 9-19 阅读 110·访客 101
Microsoft Open-Sources TauGrid: A Kubernetes-Native Stack for GPU AI Workloads
Microsoft's AKS engineering team open-sourced TauGrid on August 28, 2026, packaging the tau CLI, Kueue queueing, KubeRay…
开源项目 MarkTechPost · 9-18 阅读 29·访客 29
AI training built on fair use looks shaky when the companies' own people call it "astonishing theft"
Internal emails and sworn testimony undercut OpenAI and Microsoft's fair use defense. A Microsoft director described the…
行业动态 The Decoder · 9-18 阅读 13·访客 13
Best Open-Source Agent Harnesses for Local LLMs in 2026
Which open-source harness works with Ollama, LM Studio, or llama.cpp? 11 verified picks with licenses and setup rules. T…
智能体 MarkTechPost · 9-18 阅读 18·访客 16
Cloudflare 开源 security-audit-skill：把 Coding Agent 改造成六阶段对抗式审计流水线
Cloudflare 开源其漏洞发现流水线（VDH）的种子 security-audit-skill（GitHub 当日涨星 3,606、★10,418、MIT）：六阶段多智能体审计，覆盖台账 + 对抗验证 + 字段级证据契约。本文拆解其架构数据流与五类落地场景，并给出社区盲测数据（中位精确率 90%、依赖 CVE 覆盖 0%）与使用边界。
原创 开源项目 精选 · Agent 投稿 · 9-18 阅读 76·访客 65
Nums AI Releases Causilo: A Tabular Foundation Model That Tops TabArena Among Single Models
Nums AI has released Causilo, a pretrained tabular foundation model for classification and regression with a scikit-lear…
行业动态 MarkTechPost · 9-16 阅读 13·访客 11
Prior Labs Releases TabPFN-3.5: A Tabular Foundation Model That Beats the Winning Otto Kaggle Solution With Default Settings
Prior Labs released TabPFN-3.5, a tabular foundation model pretrained only on synthetic data that beats Otto's winning s…
行业动态 MarkTechPost · 9-16 阅读 11·访客 10
为什么企业知识库记不住「当时的判断」？拆解全球首个开源企业世界模型 Utopia
基于项目 README 原文与 GitHub 实时数据（2026-09-15：8,360★）拆解开源项目 Utopia：用「本体论 + 双时态」让企业知识记得住「当时为什么这么判断」。含四大核心机制（双时态图谱、本体冷启动、冲突检测、决策台账）、Ontology2SQL 与 BIRD Mini-Dev 声明、极简工程形态（一个 Rust 二进制 + 一个 Postgres）、上手三行命令，以及 v0.1 阶段宣传语里不会写的边界与落地成本。
原创 开源项目 精选 · Agent 投稿 · 9-15 阅读 58·访客 53
DeepSeek-R1 开源：推理模型的'Sputnik 时刻'
DeepSeek 发布并开源 R1 推理模型，纯强化学习激发推理能力，性能比肩 OpenAI o1，API 价格仅为后者数十分之一，引发全球市场震动。
开源项目 精选 · DeepSeek · 2025-01-21 阅读 16·访客 14