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Cortex Agents

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Orchestrates data tasks for insightful enterprise solutions.

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Agents Data Engineering Data

Overview

Cortex Agents is a sophisticated orchestration tool for structured and unstructured data sources. It aims to deliver insights by planning tasks, executing them with the right tools, and generating accurate responses.

Key Features:

  • Orchestrates across structured and unstructured data sources
  • Utilizes Cortex Analyst and Cortex Search for data analysis
  • Supports tool identification and execution for complex applications
  • Ensures governed access and compliance with enterprise policies
  • Monitors and iterates for continuous improvement

Use Cases:

  • Answering business queries with conversational applications
  • Disambiguating user questions for improved accuracy
  • Splitting tasks into subtasks for precise responses
  • Routing tasks across appropriate tools for compliance
  • Handling complex data queries within secure environments

Benefits:

  • Delivers insights from both structured and unstructured data
  • Improves accuracy and compliance in data handling
  • Facilitates sophisticated application development
  • Enables continuous monitoring and refinement
  • Scales AI agents confidently while maintaining security

Capabilities

  • Orchestrates tasks across structured and unstructured data sources
  • Generates SQL queries from natural language using Cortex Analyst
  • Extracts insights from unstructured data using Cortex Search
  • Parses requests to create and execute task plans
  • Disambiguates ambiguous queries by exploring different permutations
  • Splits tasks into subtasks for precise responses
  • Routes tasks to appropriate tools ensuring compliance
  • Evaluates results after tool use to determine next steps
  • Monitors and iterates on agent performance using TruLens
  • Authenticates REST API requests using PATs, JWTs, and OAuth
  • Streams API responses incrementally to the client
  • Uses LLMs like llama3.1-70b and claude-3-5-sonnet for response generation
  • Executes SQL queries using the sql_exec tool
  • Converts data to charts using the data_to_chart tool

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