集成模型检索与上下文流程
截至 2026-10-09，AI 把这项工作做到 L3 有条件自动化。94 条更新涉及它，最强的证据：多方印证。
- 级别
- L3有条件自动化
- 更新
- 94
- 公司
- 11Anthropic · Google · Zhipu AI
- 最强证据
- T2多方印证
是什么把它推到这里
涉及这项工作的全部更新，最新的在前。
- 2026-10-08AnthropicAstrophysicist uses Claude Science to build first complete ultraviolet sky map
Anthropic says astrophysicist Brice Ménard worked with Claude Science to find existing datasets, combine them and fill gaps with statistical inference, producing the first complete ultraviolet map of the sky in a few days.
- 2026-10-07GoogleGemini in Google Docs can convert briefs into presentation decks
Gemini in Google Docs can now convert a written brief into an on-brand presentation deck grounded in the user's work files, emails, and chats.
- 2026-10-06AnthropicClaude integrates with Google Docs, Sheets, and Slides
Claude now works inside Google Docs, Sheets, and Slides, allowing users to read and edit files in place with approval for each edit.
- 2026-10-06GoogleGoogle DeepMind launches EmbeddingGemma 2 multimodal on-device embedding model
Google DeepMind released EmbeddingGemma 2, a 740M-parameter natively multimodal open model for on-device embeddings that unifies text, images, audio, video, and code in a shared space.
- 2026-10-06Zhipu AIGLM-5.3 now available on Amazon Bedrock
Zhipu announced that GLM-5.3 is now available on Amazon Bedrock, bringing coding and agentic capabilities to enterprise users.
- 2026-10-05AlibabaAlibaba Cloud x Atlas Agentic AI Hackathon at WiT Singapore 2026
Alibaba Cloud and Atlas held an Agentic AI Hackathon during WiT Singapore 2026, with three finalists demonstrating travel search, booking, payments and customer experience built with Qoder AI IDE and Atlas travel data.
- 2026-10-03OpenAIOpenAI Agents API updates
OpenAI Devs points to what's new in the Agents API.
- 2026-10-02OpenAIAgents API dot learns user workflow and coordinates Codex tasks
OpenAI's Agents API dot learns how users work, keeps context across apps, coordinates Codex tasks, and flags items needing attention.
- 2026-09-30MicrosoftHydraFusion available in Microsoft Code as Research Preview
Microsoft announces that HydraFusion, a system that orchestrates multiple models and workflows for coding tasks, is now available in Microsoft Code as a Research Preview.
- 2026-09-30GoogleGoogle Workspace Intelligence brings AI Overviews and Ask Gemini to Drive
Google Workspace Intelligence turns Drive into a living knowledge base with AI Overviews and conversational Ask Gemini questions about files.
- 2026-09-29OpenAIChatGPT can be mentioned in Slack and Microsoft Teams
ChatGPT can now be @-mentioned in Slack and Microsoft Teams channels, threads and DMs, using approved connected sources for context.
- 2026-09-29OpenAICodex Security Cloud upgraded with Daybreak Blue cyber models
Codex Security Cloud receives a major upgrade with default access to cyber-capable models through Daybreak Blue, scanning GitHub repos and preparing fixes.
- 2026-09-29OpenAIOpenAI releases GPT-6.1 Sol
OpenAI releases GPT-6.1 Sol, a cost-efficient model with near-Astra intelligence, stronger agentic coding and computer use, and cached input at a 95% discount.
- 2026-09-29OpenAIOpenAI launches dots, always-on agents powered by GPT-6 Astra
OpenAI introduces dots, always-on agents with their own cloud computer and access to plugins and context, powered by GPT-6 Astra.
- 2026-09-29MetaMeta announces Muse for Small Business
Meta announces Muse for Small Business, an expansion of its Muse personal AI agent with new skills and connectors for small businesses.
- 2026-09-28TencentTencent Cloud introduces DataBuddy data intelligence platform
Tencent Cloud announced DataBuddy, an agent-native data intelligence platform with a semantic layer for talking to data.
- 2026-09-28AlibabaAlibaba Cloud Smart Fusion selects models per task
At Apsara Conference 2026, Alibaba Cloud explained how Smart Fusion works with multiple models, selecting different models as tasks and subtasks require.
- 2026-09-28AlibabaQoder knowledge engine builds knowledge graph from code
At Apsara Conference 2026, Qoder described its knowledge engine that builds a knowledge graph from code to provide context for AI-assisted coding.
- 2026-09-25GoogleGemini 3.8 Live integrates with Salesforce Agentforce
Google Cloud and Salesforce combine Gemini 3.8 Live's live multimodal AI with Agentforce for customer service, with building available via the Gemini Live API.
- 2026-09-25AlibabaQwenWork enterprise agent platform highlighted at Apsara Conference
Yusen Chen, CEO of QwenWork, described the enterprise-level agent platform's ability to understand business context, collaborate across work and keep information secure, plus QwenNote for capturing interactions.
- 2026-09-25TencentHung Fook Tong deploys Tencent Cloud ADP for inventory management
Tencent Cloud says Hung Fook Tong used its Agent Development Platform and enterprise cloud infrastructure to automate inventory management across 100+ Hong Kong stores.
- 2026-09-24GoogleGoogle announces unified multi-agent framework for long-form video
Google Research announced a unified multi-agent framework for generating temporally consistent long-form video narratives while mitigating visual drift and error propagation.
- 2026-09-24MicrosoftRockwell Automation uses Microsoft AI for shop floor knowledge
Microsoft says it is helping Rockwell Automation turn decades of shop floor experience into answers workers can use in seconds.
- 2026-09-24GoogleGemma 4 runs locally on-device in Antigravity SDK
Google says Gemma 4 now runs locally on-device within the Antigravity SDK, enabling fully local or hybrid multi-agent workflows powered by LiteRT with no API fees.
- 2026-09-24GoogleGoogle Cloud introduces PostgreSQL for agents in AlloyDB
Google Cloud announced PostgreSQL for agents in AlloyDB, designed to handle agent queries while protecting core business systems, providing fast access to live operational data and scaling to 1,000+ readers on demand.
- 2026-09-23AnthropicAnthropic launches Claude Marketplace
Anthropic launched Claude Marketplace, where users can discover tools, agents and expert partners, add connectors like Slack and Notion, and buy agents from companies such as Cursor and CrowdStrike.
- 2026-09-23GoogleNotebook can be referenced as a context source in Google Docs
With Workspace Intelligence, users can now upload and reference their notebooks as a context source in Google Docs.
- 2026-09-23OpenAIChatGPT Voice gains plugins and GPT-6 Astra, Sol, Luna
ChatGPT Voice can now use plugins such as email, calendar and Slack, be powered by GPT-6 Astra, Sol and Luna, and be used in ChatGPT Work on web and mobile.
- 2026-09-23GoogleGemini app connects with 13 new apps
The Gemini app can now connect with 13 new apps including Adobe, Squarespace and Peloton, letting users work across services without switching tabs.
- 2026-09-23AlibabaQwen Intelligence launched with three SOTA mobile agents
Alibaba introduced Qwen Intelligence, launching with three SOTA agents including a Mobile Planner Agent that ranks #1 on MobilePA-Bench.
- 2026-09-22Moonshot AIMoonshot launches new Kimi Browser Extension
Moonshot released the new Kimi Browser Extension, formerly Kimi WebBridge, allowing sidebar chat to navigate sites, fill forms, and record repeatable skills.
- 2026-09-22Moonshot AIKimi K3 now available on Amazon Bedrock
Kimi K3 is now on Amazon Bedrock, supporting coding, document analysis, and extended agent workflows with Bedrock's access, encryption, and auditing controls, plus explicit prompt caching.
- 2026-09-18GoogleWalt Disney World uses Gemini Enterprise for vacation planning
Walt Disney World is introducing a new beta experience for vacation planning that uses Gemini Enterprise to provide flexible search with personalized results.
- 2026-09-18MicrosoftGitHub livestream on building agentic apps with Copilot SDK
GitHub announced a beginner-friendly livestream on using the GitHub Copilot SDK to build agentic apps with sessions, tools, MCP servers and streaming events.
- 2026-09-18GoogleGemini in Google Drive covered in Workspace learning path
Google Workspace's Week 8 learning module covers using Gemini in Google Drive to synthesize information across files.
- 2026-09-18AlibabaAlibaba launches Qwen3.8-Omni-Flash omni-modal model
Qwen releases Qwen3.8-Omni-Flash, its first omni-modal model built around agentic capabilities with native audio-video understanding, reasoning and tool use.
- 2026-09-17OpenAIChatGPT Appshots feature highlighted for desktop app
OpenAI highlights Appshots, which brings on-screen context into the ChatGPT desktop app.
- 2026-09-17OpenAIOpenAI launches Astra for Law
OpenAI announces Astra for Law, a new offering powered by GPT-6 Astra with tools, settings, and context for lawyers and legal technology firms.
- 2026-09-17OpenAICodex voice agent powered by GPT-Live-1
OpenAI's Codex gains a voice agent powered by GPT-Live-1, letting developers talk to Codex while it handles the repository.
- 2026-09-17GoogleGoogle Labs launches CC, an AI agent for families
Google Labs announces CC, a new AI agent built for families to manage logistics, supporting up to 5 members, a shared daily brief email, and calendar autosync.
- 2026-09-16xAIGrok Build gains cross-session memory
Grok Build now remembers conventions, decisions and project facts across sessions, with /memory and /dream commands.
- 2026-09-16GoogleGemini drafts emails from Google Docs context
Gemini in Google Workspace can now draft contextual emails directly from Google Docs using active document context.
- 2026-09-16GoogleGoogle Forms "Help me create" adds quiz generation
Google Forms' "Help me create" feature now supports quiz generation, building quizzes with correct answers from a description and referenced Docs, Slides or PDFs.
- 2026-09-15GoogleGoogle Research introduces Retrieve-for-Train framework
Google Research presented Retrieve-for-Train, a framework that replaces heavy autoregressive inference with a lightweight diffusion model for faster, cheaper AI search.
- 2026-09-15AnthropicSalesforce in Claude available in beta
Anthropic makes Salesforce in Claude available in beta, bringing accounts, opportunities and pipeline into Claude with 37 pre-built sales skills.
- 2026-09-15MicrosoftVS Code agent plugins share skills and MCP servers across projects
Microsoft's VS Code introduces agent plugins that let teams share skills, MCP servers and custom agents across projects.
- 2026-09-15AlibabaDeepSeek-V4.1-Flash now on Alibaba Cloud Token Plan
DeepSeek-V4.1-Flash is now available on Alibaba Cloud Token Plan, built for agentic workloads with 1M-token context, fast inference, and high throughput, starting from $6/month.
- 2026-09-14GoogleGemini Live integrates Deep Research for voice-driven exploration
Gemini Live now integrates Deep Research, allowing users to explore topics in depth using voice.
- 2026-09-14GoogleKärcher uses Google Workspace and Gemini Enterprise for Agent Factory
Kärcher, a global manufacturing leader, uses Google Workspace and Gemini Enterprise to break down silos and shift employee focus from data gathering to decision-making.
- 2026-09-14AlibabaAlibaba Cloud launches WonderClip full-cycle video production platform
Alibaba Cloud introduces WonderClip, a platform connecting script analysis, shot breakdown, final cut, and team collaboration with Storyboard, Infinite Canvas, and Agent modes.
- 2026-09-13MicrosoftGitHub agent apps bring external context into the platform
GitHub highlights that GitHub agent apps can bring context from external services like Amplitude and Endor Labs into the platform.
- 2026-09-12GoogleAlbertsons runs supply chain on BigQuery and Gemini
Albertsons Companies unified global inventory and supply chain data with BigQuery across 2,200+ stores and deployed Gemini Enterprise Agent Platform and Vision AI for quality inspections and recipe standardization.
- 2026-09-11GoogleGoogle Antigravity launches AlphaGenome Atlas Skills and /boost command
Google Antigravity team launched AlphaGenome Atlas Skills to accelerate genomic discovery using AI agents, and added a /boost command for complex developer tasks via multi-agent reasoning.
- 2026-09-11MiniMaxMiniMax Design major upgrade with GPT-6 Astra, MCP integrations, collaborative projects
MiniMax Design received a major upgrade adding GPT-6 Astra, new MCP integrations for Blender, PS, AE and more, and Collaborative Projects for teamwork.
- 2026-09-10OpenAIOpenAI launches Agents API in public beta
OpenAI introduced the Agents API, letting developers build and run cloud agents with the Codex harness, with OpenAI managing orchestration, long-running sessions and context management. Available in public beta.
- 2026-09-10OpenAIDropbox, Box and SharePoint natively integrated into ChatGPT Library
Dropbox, Box and SharePoint are now natively integrated into the ChatGPT Library across ChatGPT and ChatGPT Work, rolling out to paid users this week.
- 2026-09-10GoogleGoogle Labs introduces Dreambeans personalized story curation experiment
Google Labs announced Dreambeans, an experiment that curates personalized story collections based on enabled connected apps, now including Gemini.
- 2026-09-10OpenAIOpenAI launches ChatGPT for Financial Services
OpenAI announced ChatGPT for Financial Services, a tailored ChatGPT Work experience combining built-in financial data with GPT-6 Astra reasoning for research, financial modeling and client materials.
- 2026-09-10OpenAIGPT-Live-1 now available in the API
OpenAI releases GPT-Live-1 in the API, bringing ChatGPT-style natural back-and-forth voice agents that listen while speaking and work with chosen models and harnesses.
- 2026-09-10OpenAIOpenAI introduces Data agent in ChatGPT Work
OpenAI launches a Data agent in ChatGPT Work that turns company data into answers, interactive dashboards and actions via a Data Plugin connecting to existing data sources.
- 2026-09-09GoogleGemini can orchestrate cross-app tasks in Google Workspace
Google Workspace announced that Gemini can now orchestrate complex, cross-app tasks across Docs, Sheets, Slides, Gmail, Drive and Chat, part of five new agentic capabilities.
- 2026-09-09MicrosoftAzure Copilot Troubleshooting Agent reaches general availability
Microsoft announced the general availability of Troubleshooting Agent, a built-in Azure Copilot capability unifying troubleshooting insights, operational context and recommended actions.
- 2026-09-08MetaMeta launches Muse personal AI agent
Meta launches Muse, a personal AI agent that works across existing apps to complete multi-step tasks and turn long-term goals into action plans, along with a safety deep dive.
- 2026-09-08MicrosoftGitHub Copilot optimized to reduce unnecessary token work
GitHub describes optimizing GitHub Copilot so agents get the context they need without wasting tokens or resources.
- 2026-09-08GoogleGoogle Workspace launches Workspace Intelligence
Google Workspace introduces Workspace Intelligence, providing real-time unified understanding of work across everyday apps with personalized help.
- 2026-09-08MicrosoftAtlassian Rovo integrates with Microsoft Copilot and Teams
Atlassian Rovo becomes available in Microsoft Copilot and Teams, bringing Jira and Confluence context into a connected experience.
- 2026-09-07OpenAIChatGPT Work learns your writing style from connected tools
ChatGPT Work can now pick up on your writing style, connecting tools like Gmail, Google Drive, Slack and SharePoint to learn your writing.
- 2026-09-05GoogleGoogle Cloud four-part live series on Gemini Enterprise Agent Platform
Google Cloud announced a hands-on four-part live technical series on building stateful AI agent networks with Gemini Enterprise Agent Platform and Antigravity, covering ADK, state management and secure deployment.
- 2026-09-05MicrosoftGitHub hosts four-hour Copilot developer livestream on September 10
GitHub announced a four-hour livestream on September 10 covering Copilot in real developer work, including agent workflows, @code, the Copilot app and CLI, customization and Project HydraFusion.
- 2026-09-05GoogleGemini Enterprise for Legal integrates Deloitte Legal Assist
Google announced that Gemini Enterprise for Legal includes an open ecosystem extending capabilities with specialized agents like Deloitte Legal Assist.
- 2026-09-05GoogleVirgin Media O2 deploys multi-agent system on Google Cloud
Virgin Media O2 built a multi-agent system using Gemini models, BigQuery, Pub/Sub, and Gemini Enterprise Agent Platform, achieving a 9.2% reduction in call handling time and a 26% boost in Net Promoter Score.
- 2026-09-04GoogleWorkflow Builder in Gemini Enterprise creates agents from natural language
Google Cloud introduces a new Workflow Builder in Gemini Enterprise that generates complete agentic workflows from plain-English descriptions with no coding.
- 2026-09-04GoogleCognizant uses Google Workspace and Gemini Enterprise to cut dev timelines
Cognizant's Senior Director describes how Cognizant uses Google Workspace, Gemini Enterprise and AI agents to reduce software development timelines from 16-18 weeks to a few days.
- 2026-09-03AlibabaQwen powers SwitchBot AI MindClip
Alibaba Cloud highlights that Qwen powers SwitchBot's AI MindClip, turning everyday conversations into searchable memories.
- 2026-09-02MetaMeta releases Muse Spark 1.3
Meta made Muse Spark 1.3 available in Muse Code and Meta Model API, tuned for agentic builds including long-running, multi-agent workflows.
- 2026-09-02GoogleGoogle releases Gemini 3.8 Flash
Google introduces Gemini 3.8 Flash, its most intelligent workhorse model, with gains in software engineering, agentic tasks and multi-step reasoning, at $0.75/1M introductory price.
- 2026-09-02AlibabaQwen3.8-Max-0902 tops CodeArena WebDev at 1691
Qwen3.8-Max-0902 ranks #1 on the CodeArena WebDev leaderboard, rising from 1669 to 1691 and setting a record for agentic coding workflows.
- 2026-09-01GoogleDunelm deploys Gemini Enterprise-powered Shopping Agent
UK home furnishings retailer Dunelm built a conversational Shopping Agent powered by Gemini Enterprise to serve as a digital concierge for customers.
- 2026-08-31MetaMuse Code exits beta with new features and monthly plans
Meta's Muse Code left beta with inter-session messaging, subagent orchestration workflows and a developer-preview SDK, and monthly plans starting at $5 began rolling out.
- 2026-08-31AlibabaQwenCloud platform introduced
Alibaba Cloud introduces QwenCloud, a unified platform for model access and multimodal APIs with a website, Skills for agent reasoning, and a CLI for workflow execution.
- 2026-08-28OpenAIOpenAI introduces appshots
OpenAI Devs introduced appshots, a feature for summarizing threads, filling forms, adding features from API references and drafting replies.
- 2026-08-28GoogleGemini Enterprise Agent Designer enables HR support agents
Google Cloud showed how to create an HR support agent in Gemini Enterprise using Agent Designer.
- 2026-08-28OpenAIOpenAI launches Rosalind Workbench
OpenAI introduced Rosalind Workbench, connecting scientific questions to specialized models, tools and reviewable outputs in one workflow.
- 2026-08-28AlibabaQwenWork autonomous agents promoted
Alibaba Cloud promoted QwenWork as a shift to autonomous agents that collect context, reason, and execute end-to-end workflows.
- 2026-08-27GoogleGemini Notebook adds Google Play ebook support via Expert Intelligence
Gemini Notebook now lets users add eligible Google Play ebooks as sources and ask questions grounded in the book text, as part of the cross-Google Expert Intelligence initiative.
- 2026-08-27AlibabaQwen3.8-Flash now available on OpenRouter
Alibaba announced that Qwen3.8-Flash is now live on OpenRouter, giving developers API access to the model for coding assistants, agentic workflows and long-video understanding.
- 2026-08-26AlibabaTrueFoundry integrates Alibaba Qwen model family into TrueForge
TrueFoundry has integrated Alibaba's Qwen model family into TrueForge, its open-source agent harness, exposing all model sizes behind a single API.
- 2026-08-26AlibabaAlibaba Cloud launches QwenWork workplace AI agent platform
Alibaba Cloud introduces QwenWork, an all-in-one workplace AI agent platform, with the international version now live in public beta.
- 2026-08-25OpenAIChatGPT extension supports more browsers for Codex context
OpenAI's ChatGPT extension now supports more browsers, letting Codex work from open tabs as context.
- 2026-08-25AnthropicClaude gains unified memory across chat and Cowork
Anthropic adds a single memory shared across Claude chat and Claude Cowork, with user control over its contents.
- 2026-08-24Moonshot AIKimi-K3 goes live with 2.8T parameters and 1M-token context
Kimi-K3 is live with 2.8T parameters and native 1M-token context, aimed at repo-scale engineering, visual creation and planning agents; a 1M-token free trial is available on Model Studio and Qwen Cloud.
- 无日期GoogleHitachi deploys agents to frontline workers via HMAX for 200+ use cases
Hitachi is deploying agents directly to frontline workers through HMAX; field technicians have built agents for over 200 use cases, boosting productivity by up to 30%.
- 无日期TencentMetatech Indonesia cuts LLM costs with AI agent project
Tencent Cloud partner Metatech Indonesia reports an AI agent project that reduced monthly LLM costs from nearly USD 60,000 to USD 1,500 while maintaining 99% accuracy.
- 无日期GoogleBloomberg Media lifts query accuracy 63% with Knowledge Catalog
Bloomberg Media grounded its data agents in the Knowledge Catalog and lifted query accuracy by 63%.