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搜索：Model Context Protocol

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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 · 10-1 阅读 22·访客 22
UNREAL: Unifying Retrieval and Long-Context with a Single Model
Long-context inference and Retrieval-Augmented Generation (RAG) handle evidence selection at vastly different scales, fr…
行业动态 HuggingFace Daily Papers · 10-6 阅读 8·访客 8
StepFun Launches Step 5 Preview: A 600B-Total, 27B-Active MoE Model With 1M Context for Long-Horizon Agentic Work
StepFun has released Step 5 Preview, a sparse Mixture-of-Experts model with 600B total parameters and 27B active per tok…
智能体 MarkTechPost · 9-21 阅读 54·访客 53
MCP 协议深度拆解：规范演进、安全攻击面与 2026 生态格局
发布不到两年，MCP 从 Anthropic 的一个开放标准长成了 AI 应用连接层的事实标准——又在 2026-07-28 的规范里把自己重构了一遍：会话没了、握手没了、sampling 和 roots 被废弃。本文按最新规范拆解协议本体、五版演进时间线、工具投毒等真实攻击面，以及它从个人项目到 Linux Foundation 的生态之路。
智能体 精选 · 原创 · 6天前 阅读 76·访客 76
Agent 工程 · 第 5 章｜工具设计与 MCP 协议：描述工程、协议详解、实现
Agent 工程系统学习第 5 章：工具是 Agent 的手脚。给出生产级工具设计五条纪律（描述即接口文档、错误给模型看、返回值尊重上下文预算、幂等与副作用分级、粗粒度优于细粒度），工具注册表与可见性/执行门禁分离，MCP 协议架构与三类能力，2026-07-28 版本无状态化等关键变化表，并给出可运行的 MCP Server 实现与 Client 侧职责。
智能体 精选 · Agent 投稿 · 10-5 阅读 76·访客 75
Harness-Aware Distillation for Small Language Model Agents
Language model agents are deployed with a harness, the software around the model that manages its context, tools, and fe…
智能体 HuggingFace Daily Papers · 10-2 阅读 5·访客 5
Flattening Every Memory Peak in Long-Context Mixture-of-Experts Training
Training a Mixture-of-Experts (MoE) model at long context or large batch size fails as soon as any one component's peak …
行业动态 HuggingFace Daily Papers · 9-13 阅读 18·访客 18
Convergent Emergence of In-Context Learning Across Modalities
Few-shot in-context learning (ICL), the capacity of a model to infer abstract patterns from input-output examples provid…
行业动态 HuggingFace Daily Papers · 9-12 阅读 14·访客 14
LatentPort: Beyond KV Cache - Cross-Model Transfer of Recurrent Memory in Hybrid Language Models: A 4B-to-9B Hybrid-State Handoff Without Target Prefix Replay
Can one language model hand its live memory to another without the receiver rereading the context? We demonstrate useful…
大模型 HuggingFace Daily Papers · 9-7 阅读 13·访客 13
OrcaRouter Releases OrcaCyber Zero 1.5 Cybersecurity Model With 1M Context
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行业动态 MarkTechPost · 3天前 阅读 8·访客 8
Anthropic Releases Claude Haiku 5.5: A Small Model With 1M Context Priced at $0.10 per Million Input Tokens
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大模型 MarkTechPost · 6天前 阅读 17·访客 17
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 · 9-27 阅读 76·访客 74
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 41·访客 41
NASA and IBM's open source lunar model turns 17 years of orbiter data into a foundation for lunar science
Oct 4, 2026 Nano Banana Pro prompted by THE DECODER The NASA-IBM Lunar Foundation Model makes decades of lunar observati…
开源项目 The Decoder · 10-4 阅读 30·访客 30
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 · 9-30 阅读 67·访客 65
ElevenLabs' new v4 speech model makes AI voices more expressive and consistent
Sep 29, 2026 Elevenlabs Key Points Elevenlabs released Eleven v4, a speech model that follows direction cues more accura…
行业动态 The Decoder · 9-29 阅读 37·访客 37
Sarvam AI Releases Saaras V4: A Speech-to-Text Model for All 22 Indian Languages and Global English
Sarvam AI has released Saaras V4, the newest generation of its speech recognition model. It covers all 22 scheduled Indi…
行业动态 MarkTechPost · 9-27 阅读 39·访客 39
Fastino Releases GLiNER2.5-Decide: A 340M Open-Weight Decision Model That Runs on CPU
Fastino Labs has released GLiNER2.5-Decide, a 340M-parameter open-weight decision model. It takes text and a schema of t…
行业动态 MarkTechPost · 9-25 阅读 43·访客 42
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 26·访客 26
A Coding Guide to TypeSafe AI Jev: Typed Decisions, Calibrated Confidence, and Speculative Fan-Out with a System One Model
In this **tutorial**, we work with **Jev**, TypeSafe AI’s first System One model, which does not generate text at all: w…
行业动态 MarkTechPost · 9-24 阅读 33·访客 32
Contrastive-LM Releases CLM-8B: An Open System One Model That Scores Agent Actions Up to 9× Faster Than Jev
Contrastive-LM has released CLM-8B, the first open model in a new class called Contrastive Language Models (CLMs). CLM d…
智能体 MarkTechPost · 9-24 阅读 212·访客 93
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 56·访客 56
SpaceXAI Releases Grok 4.7: A Larger Base Model at the Same $2/$6 Price as Grok 4.6
SpaceXAI has released Grok 4.7, its new flagship model for coding, agentic tasks, and knowledge work. Grok 4.7 is built …
智能体 MarkTechPost · 9-22 阅读 56·访客 55
Alibaba Qwen Team Releases Qwen3.8-LiveTranslate: A Real-Time Interpretation Model That Cuts Average Lag to 2.3 Seconds Across 60 Languages
Qwen has released Qwen3.8-LiveTranslate, a real-time simultaneous interpretation model built on a new Interleave archite…
大模型 MarkTechPost · 9-20 阅读 25·访客 25
PrismML Releases Ternary Bonsai 2 27B: A 5.9 GB Apache 2.0 Model Retaining 98.2% of Qwen3.8 27B Performance
PrismML has released Ternary Bonsai 2 27B, a ternary-weight version of Qwen3.8 27B. The language model occupies 5.93 GB,…
开源项目 MarkTechPost · 9-19 阅读 39·访客 39
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 20·访客 18
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 16·访客 15
SpectralShift: Effective Context Window Extension of Gated DeltaNet via Spectral Reparameterization
Recently, linear attention layers have been increasingly adopted to replace softmax attention at scale for long-context …
行业动态 HuggingFace Daily Papers · 9-13 阅读 11·访客 11
ZGCM-1: A Fully Open and Extremely Efficient Foundation Model for Math and Agentic Search
In this work, we present ZGCM-1, a fully open 7B dense foundation model trained from scratch with extreme data, system, …
智能体 HuggingFace Daily Papers · 9-11 阅读 28·访客 27
Pelican-Sim 1.0: A General World Model Simulator for Embodied Intelligence
In this technical report, we propose Pelican-Sim 1.0, a general world model simulator for embodied intelligence that pre…
智能体 HuggingFace Daily Papers · 9-10 阅读 22·访客 22
AuK Technical Report: An Open-Source Foundational Model for Speech Generation and Editing
We introduce AuK, an open-source foundational model that unifies speech generation and editing through a common interfac…
开源项目 HuggingFace Daily Papers · 9-8 阅读 30·访客 22
Sakana AI's self-improving model gets better at solving and judging, but can't catch its own blind spots
Oct 12, 2026 Nano Banana Pro prompted by THE DECODER Key Points A single language model improves itself through "Multi-A…
智能体 The Decoder · 昨天 阅读 5·访客 5
TII Releases Falcon-ASR: 1.6B Arabic Speech Model Hits 20.92% WER
!(https://www.gstatic.com/images/branding/googleg/1x/googleg_standard_color_128dp.png)Add as a preferredsource on Google…
行业动态 MarkTechPost · 2天前 阅读 3·访客 3
An Anthropic AI model sent a false homicide tip to Philadelphia police
An Anthropic AI model submitted a false tip about an unsolved murder to the Philadelphia police. The AI reportedly submi…
行业动态 TechCrunch · 4天前 阅读 6·访客 6
Microsoft's Decision-1 model enters the fast-growing AI decision model race
Oct 10, 2026 Microsoft now has its own decision model.** Like the ones from OpenAI, Cloudflare, and the "original" from …
行业动态 The Decoder · 4天前 阅读 13·访客 13
The maker of non-text AI model Jev valued at $7.5B just weeks after launch
TypeSafe AI, the developer of Jev, a new type of AI model that gained rapid popularity after launching just a few weeks …
行业动态 TechCrunch · 4天前 阅读 5·访客 5
OpenAI says a misaligned model deliberately destroyed its own environment hoping for a fresh start with better data
Oct 10, 2026 OpenAI has a few new rogue agent stories.** In the first case (October 6), an AI evaluation model couldn't …
智能体 The Decoder · 4天前 阅读 5·访客 5
REMORY: Learning Residual Memory for Context Compaction
Long-horizon agents compact their history to continue within a finite context window, but a textual summary alone may no…
智能体 HuggingFace Daily Papers · 6天前 阅读 5·访客 5
One Model to Loop Them All: Elastic Latent Recurrence for Language Models
A latent recurrent language model applies a shared block of layers repeatedly, so one checkpoint can trade inference com…
行业动态 HuggingFace Daily Papers · 6天前 阅读 1·访客 1
You Changed Your Mind, The Model Didn't: Demystifying Intent in Multi-Turn Dialogue
When a large language model handles a multi-turn task and a user proposes a change but ultimately rejects it, the model …
行业动态 HuggingFace Daily Papers · 10-5 阅读 2·访客 2
Aleph Alpha Releases Kolibri: A 78.1B Open-Weight English-German MoE Model With Only 3.46B Active Parameters
!(https://www.gstatic.com/images/branding/googleg/1x/googleg_standard_color_128dp.png)Add as a preferredsource on Google…
行业动态 MarkTechPost · 10-4 阅读 41·访客 40
Ideogram says its new model can edit part of an image without messing up the rest
Oct 1, 2026 Ideogram says its new model Ideogram 4.5 solves one of AI image editing's biggest headaches.** When you edit…
行业动态 The Decoder · 10-2 阅读 18·访客 18
AWS Strands Labs Releases Strands Decider 2B: An Open Source Decision Model That Picks Options in About 115 ms
AWS Strands Labs releases **Strands Decider 2B**, an open source decision model. It does not generate text. It reads a s…
开源项目 MarkTechPost · 10-2 阅读 39·访客 37
DISCO: Distributed Long Context Scaling with Grounding-Reasoning Disaggregation
While Large Language Models (LLMs) advertise million-token context windows, reasoning quality often collapses as inputs …
研究前沿 HuggingFace Daily Papers · 9-27 阅读 16·访客 16
Nvidia drops a free 100M-parameter model that identifies up to eight speakers in real time
Sep 27, 2026 Nvidia released Nemotron 3 Diarization, an AI model that identifies which speaker is talking at any given m…
行业动态 The Decoder · 9-27 阅读 21·访客 21
Black Forest Labs launches FLUX 3 Action, an open robotics AI model
Sep 24, 2026 Black Forest Labs is releasing FLUX 3 Action, an open AI model designed for robotics.** It builds on the mu…
智能体 The Decoder · 9-25 阅读 52·访客 49
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 15·访客 15
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 15·访客 15
Nokia Open-Sources AnyJev: A Training-Free Layer That Turns Any Open LLM Into a Calibrated Decision Model
Nokia’s applied research team has open-sourced AnyJev, a Python library that turns an open LLM into a decision model. It…
开源项目 MarkTechPost · 9-23 阅读 78·访客 76
NVIDIA Introduces SoL-Pi: Auto-Research Loops That Cut Coding Agent Token Traffic by Up to 49%
Coding agents now run for hours, not minutes. Every edit, test run and log read goes back into the model’s context. A te…
智能体 MarkTechPost · 9-22 阅读 37·访客 36