Vertex AI
PulseAugur coverage of Vertex AI — every cluster mentioning Vertex AI across labs, papers, and developer communities, ranked by signal.
- developed by Google+ 100%
- subsidiary of Google+ 100%
- developed by GOOGL 100%
- subsidiary of GOOGL 100%
- instance of Gemini 2.5 Pro 95%
- developed by Gemini 2.5 Pro 95%
- developed by Google AI Studio 90%
- developed by Gemini app 90%
- instance of Google AI Studio 90%
- developed by Google Cloud 90%
- developed by Gemini Enterprise Agent Platform 90%
- developed by Nano Banana 2 90%
4 天有情绪数据
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Robots.txt 无法满足 AI 爬虫多样化的内容访问需求
设计于 1994 年的传统 robots.txt 文件在 AI 时代已不足以管理网络内容的访问。现代 AI 爬虫具有多样化的目的，包括训练基础模型、提供基于事实的答案以及满足用户请求，而 robots.txt 的简单允许/禁止指令无法区分这些目的。网站运营者现在需要更复杂的方法来验证爬虫身份、定义访问目的，并强制执行超越基本协议的规则，以保护有价值的内容。
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Google Embeddings 2 在检索基准测试中领先但速度较慢
一篇新论文对 Google Embeddings 2 (GE2) 与多个开源模型在多语言密集检索和 RAG 系统上的表现进行了基准测试。GE2 在包括 BEIR 和意大利语 RAG 语料库在内的多项任务中取得了最佳性能，但与本地模型相比，其延迟显著更高。Multilingual-E5-large (mE5-L) 在意大利语检索方面提供了相当的性能，但延迟低得多，使其成为对响应时间有严格要求的应用的更实用选择。
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Self-hosting LLMs on GKE often fails due to overlooked costs and compliance
Many teams incorrectly choose to self-host large language models on infrastructure like Google Kubernetes Engine (GKE) by focusing solely on per-token pricing, overlooking crucial factors like idle compute costs and ong…
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开发者构建土壤监测器和 Gemini API 错误跟踪器
一位开发者本周末正在进行两个个人项目。第一个项目涉及使用 Arduino 板和传感器为番茄植物设置土壤湿度监测系统。第二个项目是一个用 Rust 编写的工具，用于跟踪通过 Vertex AI 调用 Google 的 Gemini 模型在美国不同地区的错误率和响应时间。
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Hashlock Markets enables agent treasuries to execute forward OTC trades
The article introduces a new decentralized finance protocol designed for autonomous agents, focusing on enabling complex trades beyond simple payments. It highlights the limitations of current agent payment systems, whi…
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Google推出Gemini企业版代理平台，内置AI治理功能
Google推出了Gemini企业版代理平台，将代理式AI治理作为核心产品功能而非附加组件。该平台旨在为企业提供构建、扩展和治理AI代理的工具，解决了当前行业普遍存在的重大空白——许多组织在探索代理式AI的同时，却缺乏集中控制。新架构强调代理的加密身份和用于监督的代理网关，直接解决了阻碍大多数AI代理试点项目落地的治理和集成复杂性问题。
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Google launches Agent Platform, enhancing AI agent creation beyond Vertex AI
Google is launching its new Agent Platform in 2026, aiming to streamline the creation and deployment of AI agents for enterprises. This platform is designed to be more efficient than its existing Vertex AI offerings. It…
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Finetuning LLMs risks verbatim recall of copyrighted books; Liquid AI releases edge-deployable 24B MoE model
A new research paper and accompanying code repository reveal that fine-tuning large language models can inadvertently lead to verbatim recall of copyrighted material. The study, titled "Alignment Whack-a-Mole," demonstr…
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Google DeepMind 推出 Gemini Enterprise Agent Platform 并扩展 Model Garden 访问权限
Google DeepMind 宣布推出 Gemini Enterprise Agent Platform，这是 Vertex AI 的一项演进，专为企业创建、管理和优化 AI 智能体而设计。该平台提供对 200 多个领先 AI 模型的访问权限，包括 Google 的最新进展，如 Gemini 3.1 Pro、Gemini 3.1 Flash Image 和 Lyria 3，以及 Gemma 4 等开放模型。新平台旨在通过增强的集成、…
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Anthropic releases TypeScript SDK update v0.16.0
Anthropic has released version 0.16.0 of its TypeScript SDK for Vertex AI. This update includes changes and improvements detailed in the full changelog, which spans from version 0.15.0 to the latest release. The company…
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Google DeepMind launches Lyria 3 Pro for longer, more customizable AI music generation
Google DeepMind has launched Lyria 3 Pro, an advanced AI music generation model capable of creating tracks up to three minutes long. This new version offers enhanced control over musical composition, allowing users to s…
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Google DeepMind 推出 Nano Banana 2，融合专业功能与闪电速度
Google DeepMind 推出了 Nano Banana 2 (Gemini 3.1 Flash Image)，这是一款先进的图像生成模型，它将 Nano Banana Pro 的能力与 Gemini Flash 的速度相结合。该新模型提供了增强的功能，例如先进的世界知识、精确的文本渲染和翻译、改进的主题一致性以及面向生产的规格。Nano Banana 2 正在集成到各种 Google 产品中，包括 Gemini 应用、Sear…
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Google DeepMind launches autonomous research agents powered by Gemini 3.1 Pro
Google DeepMind has launched two new autonomous research agents, Deep Research and Deep Research Max, powered by Gemini 3.1 Pro. These agents are designed to securely analyze user-provided or third-party data, with Deep…
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new Gemini 3 Deep Think, Anthropic $30B @ $380B, GPT-5.3-Codex Spark, MiniMax M2.5
Google DeepMind has released Gemini 3 Deep Think V2, a new reasoning mode for Google AI Ultra subscribers and available via API early access. This model achieves new state-of-the-art results on benchmarks like ARC-AGI-2…
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Google DeepMind details 2025 AI breakthroughs with Gemini 3 and new models
Google DeepMind and Google Research have detailed significant AI advancements throughout 2025, highlighted by the release of their Gemini 3 and Gemini 3 Flash models. These models demonstrate state-of-the-art performanc…
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Google DeepMind launches Gemini 3 Pro with advanced coding and agentic capabilities
Google DeepMind has launched Gemini 3 Pro, their latest and most intelligent model, which demonstrates significant improvements in reasoning and coding capabilities. This new model surpasses previous versions and excels…
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Google DeepMind launches WeatherNext 2, an AI model for faster, more accurate weather forecasts
Google DeepMind has unveiled WeatherNext 2, an advanced AI model for weather forecasting that generates predictions 8x faster and with hourly resolution. This new model, built on a Functional Generative Network (FGN) ap…
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Build with Nano Banana Pro, our Gemini 3 Pro Image model
Google DeepMind has launched Nano Banana Pro, a high-fidelity image generation model built on Gemini 3 Pro, now available in a paid preview. This model offers studio-quality outputs with enhanced text rendering, 2K/4K r…
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Google DeepMind 发布 Gemini 2.5 Pro 和 Flash 模型，并推出 Flash-Lite 预览版
Google DeepMind 已正式推出 Gemini 2.5 Pro 和 Flash 模型，使开发者能够自信地构建生产应用程序。该公司还推出了 Gemini 2.5 Flash-Lite 预览版，并称其为迄今为止成本效益最高、速度最快的模型。这些新版本在各种基准测试中提供了增强的性能，并保留了 100 万个 token 的上下文长度和多模态输入功能等关键特性。
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Google DeepMind enhances Gemini audio models for natural voice interactions and translation
Google DeepMind has released upgraded Gemini 2.5 audio models, enhancing capabilities for both live voice agents and text-to-speech generation. The Gemini 2.5 Flash Native Audio model now offers improved function callin…