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CodeSignal

Developing Gemini Agents with Tool Integration in Python

via CodeSignal

Overview

Discover how to enhance Gemini's capabilities by integrating custom tools and functions. Progress from creating tool schemas to building autonomous agents that can interact with external systems through iterative function/tool use.

Syllabus

  • Unit 1: Gemini Tool Integration Basics
    • Building Your First Tool Function with Type Hints and Docstrings
    • Creating a JSON Schema for Tool Functions
    • Building a Multi-Tool Collection for Gemini
    • Mapping Tool Names to Functions
  • Unit 2: Gemini Tool Use Workflow
    • Enabling Tools in Gemini
    • Enhancing System Instructions to Guide Tool Usage
    • Parsing Gemini Function Call Responses
    • Multiple Tool Calls in a Single Request
    • Using Multiple Tool Types in a Single Request
  • Unit 3: Gemini Tool Execution Workflow
    • Detecting and Parsing Gemini Function Calls
    • Implementing Tool Execution with Error Handling and Response Formatting
    • Gemini Tool Execution: Follow-up and Final Response
    • Implementing Message History Display
  • Unit 4: Building Autonomous Gemini Agents
    • Building the Autonomous Agent Constructor
    • Implementing the Tool Execution Engine
    • Implementing Basic Agent Conversation Flow
    • Implementing the Agent Iterative Loop Framework
    • Building an Autonomous Agent with Action-Feedback Loops
    • Solving Complex Equations with Autonomous Agents

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