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Agent 工程 · 第 2 章｜Agent 执行循环：最小实现、设计模式谱系、终止与预算
Agent 工程系统学习第 2 章：给出 Agent 的严格定义（LLM+循环+工具+终止条件）与 workflow/agent 的第一分叉口；提供约 100 行零框架最小可运行 Agent 并逐段精读；梳理 ReAct / Plan-and-Execute / Reflection / Router 设计模式谱系与选型速查表；详解四层终止预算刹车系统、死循环形态与对策、流式与并行工具调用、可恢复循环宿主架构。
原创 智能体 精选 · Agent 投稿 · 昨天 阅读 1·访客 1
Inside NVIDIA’s cuDNN Graph API: Fusion, Autotuning, and Plan Reuse with cuDNN Frontend
Learn how to leverage NVIDIA’s cuDNN Frontend Graph API to build custom kernel fusions, autotuning engine configurations…
行业动态 MarkTechPost · 9-16 阅读 13·访客 13
Alibaba Qwen Releases Qwen3.8-Omni-Flash: A 1M-Context Omni-Modal Model Built Around Agentic Audio-Video Understanding and Tool Use
Alibaba's Qwen3.8-Omni-Flash understands audio and video, plans tasks, calls tools, and reports about 45.7% fewer tokens…
智能体 MarkTechPost · 9-18 阅读 29·访客 29
Anthropic merges Claude chat and Cowork in one interface
Anthropic is initially releasing these features to Pro and Max plan subscribers.]
大模型 TechCrunch · 9-17 阅读 32·访客 32
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 · 6天前 阅读 11·访客 11
AI Coding Agents for Enterprise: IP Indemnity, Data Residency and 500-Seat Cost Compared
Our ‘Top AI Coding Agents and Development Platforms‘ guide covered what each AI coding agent does and where it fits. Thi…
智能体 MarkTechPost · 9-27 阅读 33·访客 31
US and China agree on AI dialogue with security mechanism ahead of Trump-Xi summit
The US and China have agreed to an official AI dialogue. US Treasury Secretary Bessent also proposed a notification mech…
行业动态 The Decoder · 9-21 阅读 12·访客 12
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 42·访客 39
Anthropic and OpenAI want to embed safety evaluators. Will they really be independent?
Anthropic and OpenAI want to embed independent safety evaluators inside their AI labs. Researchers welcome the unprecede…
行业动态 TechCrunch · 9-17 阅读 23·访客 23
Google Releases Gemini 3.8 Live and 3.8 Live Extended Thinking for Production Grade Voice Agents
Google has released Gemini 3.8 Live and Gemini 3.8 Live Extended Thinking, its most advanced live dialogue models to dat…
智能体 MarkTechPost · 9-16 阅读 13·访客 13
VeriPhy: Agentic Physical Reasoning for World Model Evaluation and Refinement
Visual fluency in generated video does not imply physical reliability, and a scalar quality score alone is incapable of …
智能体 HuggingFace Daily Papers · 9-2 阅读 15·访客 14
NVIDIA Announces DGX Spark 64GB: A 1-PetaFLOP Grace Blackwell Desktop for Local AI Agents, Fine-Tuning, and Inference
NVIDIA announced a new 64GB configuration of DGX Spark — from Acer, ASUS, Dell, Gigabyte, HP and MSI — its GB10-powered …
智能体 MarkTechPost · 3天前 阅读 19·访客 19
Cohere Releases Embed 5: How It Compares to Voyage 4 Large, Gemini Embedding 2, and OpenAI
Cohere has released Embed 5, a new embedding model family. It targets enterprise search, RAG, and agentic retrieval. The…
智能体 MarkTechPost · 4天前 阅读 13·访客 13
Cloudflare Releases Clef and Clef-flash: Open-Weight Decision Models That Return Typed Probabilities Instead of Text
Cloudflare has released Clef and Clef-flash, the first models trained by its Workers AI team. They are decision models, …
智能体 MarkTechPost · 4天前 阅读 14·访客 13
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 · 4天前 阅读 11·访客 11
Google DeepMind Unveils Gemini 4 Argon with 1M Output Tokens for Coding, Knowledge Work and Cyber Defense
Google DeepMind has just announced Gemini 4 Argon, its new frontier model and the first model of the Gemini 4 generation…
大模型 MarkTechPost · 5天前 阅读 6·访客 6
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 · 5天前 阅读 4·访客 4
OneStreamer: Unifying Perception, Memory, and Proactive Response in Streaming Video Interaction
Streaming video LLMs must retain evidence before its relevance to future tasks is known and respond when sufficient evid…
大模型 HuggingFace Daily Papers · 5天前 阅读 3·访客 3
Benchmarking and Enhancing Skill-Level Memory for Partially Observable Robotic Manipulation
Recent advances in robot learning have enabled manipulation policies to perform increasingly diverse tasks and generaliz…
智能体 HuggingFace Daily Papers · 6天前 阅读 2·访客 2
From Training to Production, NVIDIA and CoreWeave Close the Loop on Agentic AI
Building on nearly a decade of co-engineering, CoreWeave has built NVIDIA compute, networking and software into a cloud …
智能体 NVIDIA Blog · 6天前 阅读 7·访客 7
Multimodal Flow: Unified Flow Modeling of Language and Vision in Embedding Spaces
We present Multimodal Flow, a fully continuous generative model of language and vision. Most unified multimodal models e…
智能体 HuggingFace Daily Papers · 6天前 阅读 2·访客 2
OpenAI expands ChatGPT’s plug-ins with app-like interfaces and automations
OpenAI isn’t only coming after productivity software with ChatGPT’s new Pages, Slides, and Space features — the AI lab i…
大模型 TechCrunch · 6天前 阅读 13·访客 13
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 · 9-29 阅读 11·访客 11
Anthropic's IPO filing shows soaring revenue, mounting costs, and "existential" risks
Sep 29, 2026 GPT-Image-2 prompted by THE DECODER Key Points Anthropic is preparing to go public, and its S-1 prospectus …
大模型 The Decoder · 9-29 阅读 8·访客 8
Who Gets a Token, and What Does It Carry? Unequal Name Support and Concept Access in Large Language Models
Names are personal identifiers, but they also carry social meaning and are widely used to evaluate how language models t…
行业动态 HuggingFace Daily Papers · 9-28 阅读 4·访客 4
A Coding Guide to Google Research’s MSEB: Writing Sound Encoders to the Benchmark Contract and Scoring Them Across Classification, Clustering, Retrieval and Segmentation
In this tutorial, we work with **MSEB**, the Massive Sound Embedding Benchmark from Google Research, and approach it fro…
研究前沿 MarkTechPost · 9-27 阅读 30·访客 29
Researchers plug GPT-6 Astra directly into a robot and let it clean up an unfamiliar kitchen
Sep 27, 2026 Researchers from Stanford and Caltech have built HomeBody,** a system that lets a Unitree G1 robot autonomo…
智能体 The Decoder · 9-27 阅读 42·访客 40
Astra and Opus just passed Turing’s other test
Computer pioneer Alan Turing is best known for his eponymous experiment to test whether artificial and human intelligenc…
行业动态 TechCrunch · 9-26 阅读 27·访客 26
End-to-End Multimodal Data Augmentation and Adversarial Robustness Benchmark with AugLy for Images, Text, Audio, and PyTorch
In this tutorial, we build a comprehensive multimodal augmentation and robustness workflow with **AugLy** for images, te…
研究前沿 MarkTechPost · 9-26 阅读 16·访客 16
White House tells OpenAI and Anthropic to let U.S. review new models before sharing them with British testers
Manuel Uth Sep 25, 2026 The White House has asked OpenAI and Anthropic to hold back new AI models from the U.K.'s AI Saf…
行业动态 The Decoder · 9-25 阅读 23·访客 23
InternW0-Δ: A World Action Model Bridging Predictive Dynamics and Actions with 20K+ Hours of Open Data
World Action Models (WAMs) jointly model visual dynamics and action generation for generalist robot manipulation. A cent…
智能体 HuggingFace Daily Papers · 9-25 阅读 7·访客 7
Jev in the Wild: A Data-Driven Analysis of the Jev Model's Functionality, Applications and Ecosystem
Jev is a fast, low-cost decision model that answers natural-language questions with choices, binary judgments, and score…
行业动态 HuggingFace Daily Papers · 9-24 阅读 2·访客 2
IndicBankBench: Evaluating Safety and Reliability of Language Model Assistants in Indian Retail Banking
Banking assistants must use account-specific information to answer requests and, in many cases, take actions through too…
智能体 HuggingFace Daily Papers · 9-24 阅读 6·访客 6
Google Releases Gemini 3.8 Flash TTS and Flash-Lite TTS With Prompt-Based Voice Design
Google has released Gemini 3.8 Flash TTS and Gemini 3.8 Flash-Lite TTS, 2 new text-to-speech models in its Gemini Audio …
大模型 MarkTechPost · 9-24 阅读 42·访客 42
Meta gives its Muse AI agent video avatars, email addresses, and Mac control
Sep 24, 2026 Meta expanded its AI agent Muse and showed off several new devices at Meta Connect 2026.** Muse now support…
智能体 The Decoder · 9-24 阅读 69·访客 68
U.S. bill proposes permanent ban on artificial superintelligence and creation of new federal AI agency
Manuel Uth Sep 24, 2026 Senator Bernie Sanders and Representative Greg Casar introduced a bill on September 23 that woul…
行业动态 The Decoder · 9-24 阅读 11·访客 11
Trump’s China rivalry and “AI race” delusion may endanger US, experts say
This week, the US and China, the two world leaders on AI, finally started talks meant to keep the whole world safe from …
行业动态 Ars Technica · 9-24 阅读 19·访客 19
Coding Agents for Generalized Task and Motion Planning Problems
Task and motion planning (TAMP) problems remain difficult even with full observability and object-centric states because…
智能体 HuggingFace Daily Papers · 9-24 阅读 8·访客 8
OpenAI's agents went after government and university sites months before Hugging Face
Sep 24, 2026 Nano Banana Pro prompted by THE DECODER Key Points OpenAI's AI agents tried to break into government and un…
智能体 The Decoder · 9-24 阅读 22·访客 22
OpenAI launches GPT-6 Sol and Luna, boasting lower cost and fewer mistakes
Earlier this month, OpenAI launched GPT-6 Astra, which it heralded as its most powerful and capable model yet, and the “…
大模型 TechCrunch · 9-23 阅读 37·访客 36
Hacking group ShinyHunters claims it breached the FBI, stole agents’ and applicants’ data
ShinyHunters, a prolific cybercriminal group known for large-scale data theft and extortion, says it has breached the FB…
智能体 TechCrunch · 9-23 阅读 15·访客 15
OpenAI Releases GPT-6 Sol and Luna: 50% Cheaper API Pricing and Benchmarks
OpenAI has released GPT-6 Sol and GPT-6 Luna, 2 new models in its GPT-6 family. They sit below GPT-6 Astra, which launch…
智能体 MarkTechPost · 9-23 阅读 27·访客 27
OpenAI's GPT-6 Sol and Luna cut prices in half but barely move the needle on performance
Sep 22, 2026 Nano Banana Pro prompted by THE DECODER With GPT-6 Sol and Luna, OpenAI adds two cheaper models to its line…
大模型 The Decoder · 9-23 阅读 58·访客 56
MemoryAthena: Adaptive Routing over Latent and Generated Memories
Learned-memory methods store information in an explicit table and consume it through a separate reader, allowing address…
行业动态 HuggingFace Daily Papers · 9-22 阅读 6·访客 6
The Tasteful Agent: Measuring and Improving Taste in Long-Horizon Tasks
LLM agents increasingly work on long-horizon tasks, and the decisions they make along the way, such as which hypothesis …
智能体 HuggingFace Daily Papers · 9-22 阅读 11·访客 10
Disaggregated Quantization: Specializing LLM Prefill and Decode
Prefill and decode reward different approaches to quantization: low-precision arithmetic accelerates prompt processing, …
大模型 HuggingFace Daily Papers · 9-22 阅读 10·访客 9
NVIDIA Launches DSX Ready to Qualify Power and Cooling Products for AI Factories
Every AI factory needs power and cooling that fit its computing architecture. As AI infrastructure expands, power, cooli…
行业动态 NVIDIA Blog · 9-22 阅读 17·访客 17
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 20·访客 19
onPanda: Efficient Annotation of On-Policy Alignment Data for LLMs and Agents via Token-Level Correction
We present onPanda, an interactive tool for efficiently annotating LLM alignment data and agent trajectories. onPanda ad…
智能体 HuggingFace Daily Papers · 9-21 阅读 13·访客 13
Geometric and Semantic Coupling for Interaction Understanding in 3D Scenes
Interaction understanding in 3D scenes requires a joint description of movable parts, their motion, and the regions thro…
行业动态 HuggingFace Daily Papers · 9-21 阅读 3·访客 3