使用安全的自定义 AI 代理简化 GenAI 应用程序开发.pdf

1、2024 Databricks Inc.All rights reserved1Simplify GenAI App Development with secure and custom AI agentsAI agents2024 Databricks Inc.All rights reserved Overview of AI Agents Benefits of AI Agents Core Components of AI Agents Challenges with AI Agents Deploying and Governing AI Agents on Databricks B

2、est Practices Future Developments2AgendaAgenda2024 Databricks Inc.All rights reservedNonNon-AgenticAgenticAgenticAgentic3What are AI Agents?What are AI Agents?Prompt:Plan my next vacationPrompt:Plan my next vacationWrites the Writes the itinerary in itinerary in one goone goOutlineWeb ResearchIdenti

3、fy gapsReviseDraftInspired from Andrew Ng talk on Whats next for AI agentic workflows at Sequoia Capitals AI Ascent 2024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reserved4Demo:Demo:Hello Agents!Hello Agents!2024 Databricks Inc.All rights reserved5Why AI Agents?Why AI Agents?S

4、hip AI Apps faster with Agentic WorkflowsShip AI Apps faster with Agentic Workflows2024 Databricks Inc.All rights reserved6Agents Significantly Improve QualityAgents Significantly Improve QualityGPT 3.5GPT 4GPT 3.5GPT 4405060708090100ModelPerformance(%)ModelPerformance(%)GPT 3.5 Zero ShotGPT 4 Zero

5、ShotGPT 3.5 w/toolsGPT 4 w/toolsSource:Coding benchmark by Andrew Ng,Joaquin Dominguez and John Santerre2024 Databricks Inc.All rights reserved Easily Access Company Data Sources and Systems Compared to Chains,Agents can Automatically Recover from ErrorsExecute Multi-Hop Prompts7Agents Simplify Acce

6、ss to Enterprise DataAgents Simplify Access to Enterprise DataCompany Systems:Search,Internal or External API servicesData Stores:Vector Search,SQL Warehouse,Online TablesComputations:Calculators,Code2024 Databricks Inc.All rights reserved8Components of AI AgentsComponents of AI AgentsAgent Reasonin