Role Data Engineering
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