集成式人工智能代理：从摘要走向自动化（由 DevRev 赞助）.pdf

《集成式人工智能代理：从摘要走向自动化（由 DevRev 赞助）.pdf》由会员分享，可在线阅读，更多相关《集成式人工智能代理：从摘要走向自动化（由 DevRev 赞助）.pdf（32页珍藏版）》请在三个皮匠报告上搜索。

1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.A I M 2 0 7-SIntegrated AI Agents:Moving Beyond Summarization to AutomationAhmed BashirDevRevSaaS is akin to individual“gadgets”The best platforms,historically,have removed gadgets and catered to the buildersGetting rid of the toil

2、might look simple at firstSeptember 12,2024May 9,2025Computers were not easy.Expensive.Wasteful.Big.What made computers purposeful?An operating system culture:doing more with less hardwareWorkgroups:sharing machines within teamsGoing smallWhat gave us purpose?Productivity.Efficiency.Creativity.AI ne

3、eds thecomputer mindsetAn operating system.Harnessing the power of teams:agents+humans.Small pervasive,multilingual,multimodal conversational surfacesWhat if a machine could virtualize,miniaturize,and integrate the noise around us?17Consumer-grade surfacesFrontier models with enterprise“skills”Permi

4、ssion-aware data:structured and unstructuredAll namespaced for me,my team,my company,and the worldwide webMemoryFoundational ServicesSearch,Analytics,WorkflowsMemorySemantic SearchGoogle-like,but moreMulti-tenancyShared infrastructure,private dataOnline inserts&updatesAlways current,no downtimeRecal

5、l v/s LatencyFast,comprehensive resultsContext of neighborsUnderstands meaning and contextGPU accelerationLightning-fast at scaleMemorySQLWhen Search isnt enoughKnowledge Graph as SQL SchemasUnderstand relationships,with the familiarity and reliability of SQL.Edge-basedBlazing-fast query responses f

6、orsub-second latenciesText2SQL and frontier modelsQueries in plain language converted to SQL queriesMemoryMCPWhen Search and SQL arent enoughEnglish,but all other languages tooWorkflow engines need to get modernConversational discoveryAI discovers tools,APIs,a