Anthropic Tools for Seamless Automation - 3 Use Cases Explained
AI Summary
- Introduction to anthropic tools/function calling
- Useful for beginners or first-time viewers
- Explains how to overcome the lack of real-time data in AI responses
- Tool Calling in Anthropic
- Allows AI to interact with internal tools for real-time data
- Example: Fetching stock prices or order details from internal systems
- Use Cases Demonstrated
- Get stock price agent
- Customer service agent
- Structured JSON output from unstructured data
- Entity identification
- Sentiment analysis
- Text classification
- Anthropic Tools Now in Beta
- Available in Anthropic Messages API
- Enables interaction with external tools (e.g., billing systems, CRMs)
- Creating and Using Tools
- Define a tool and its capabilities to the language model
- Ask a question to trigger tool calling
- Run the tool and return the output for a final response
- Example: Get Stock Price Tool
- Uses Yahoo Finance to fetch current stock prices
- Tool definition includes input (ticker symbol) and output (stock price)
- Process involves asking the AI, parsing the response, running the tool, and sending back the result
- Integrating with User Interface
- Use Gradio for creating a UI to interact with the tool
- Example UI allows users to ask for stock prices of companies like Apple or Tesla
- Customer Service Agent Use Case
- Integrates with databases for customer and order details
- AI fetches details based on customer queries using defined tools
- Structured JSON Output from Unstructured Data
- Uses Beautiful Soup to parse web content
- Defines expected schema for the AI to structure the output
- Entity Extraction, Sentiment Analysis, and Text Classification
- Defines required fields and categories for the AI to analyze text
- AI performs analysis based on provided text and schema
- Conclusion
- Demonstrates the power of integrating custom tools with AI
- Encourages viewers to subscribe for more content on AI and tool integration
For further details on each use case, refer to the specific sections in the outline.