Advanced Google ADK Tutorial: Build Multi-Agent AI Workflows with LiteLLM
Dive into advanced AI development with the Google Agent Development Kit (ADK) in this Python tutorial, the second in our series. Build a sophisticated multi-agent Weather Bot team and master API key setup for multiple LLM providers using LiteLLM (Gemini, GPT, Claude, Grok, Deepseek).
What You'll Learn:
Recap of the ADK Quickstart for building a single agent.
Structure and capabilities of the Progressive Weather Bot multi-agent system (specialized sub-agents, delegation, memory, guardrails).
Using LiteLLM for seamless multi-model support across providers like OpenAI, xAI, Anthropic, Google AI Studio, and Deepseek.
Step-by-step guide to setting up API keys and billing for various LLM providers.
BONUS: Explore a real-world multi-agent project to refine YouTube video metadata with a Greeter - Criticism - Refinement - Voting - Aggregation workflow, visualized via ADK Dev UI.
Prerequisites:
Strong Python skills.
Familiarity with LLMs, APIs, and agent concepts.
Completion of the ADK Quickstart tutorial (link below).
Useful Links:
Official Google ADK Documentation :
https://google.github.io/adk-docs/tutorials/agent-team/
Chatbot Arena:
https://lmarena.ai/
OpenAI:
https://docs.litellm.ai/docs/providers/openai
https://platform.openai.com/docs/pricing
https://platform.openai.com/
xAI:
https://docs.litellm.ai/docs/providers/xai
https://docs.x.ai/docs/models#models-and-pricing
https://console.x.ai/
Anthropic:
https://docs.litellm.ai/docs/providers/anthropic
https://docs.anthropic.com/en/docs/about-claude/models/all-models
https://console.anthropic.com
Gemini:
https://docs.litellm.ai/docs/providers/gemini
https://aistudio.google.com/apikey
https://ai.google.dev/gemini-api/docs/models
https://ai.google.dev/gemini-api/docs/rate-limits
DeepSeek
https://docs.litellm.ai/docs/providers/deepseek
https://api-docs.deepseek.com/quick_start/pricing/
https://platform.deepseek.com/top_up
Timestamps:
00:00 Intro to Advanced Google ADK
00:38 Overview
02:41 Multi-Agent Tutorial
15:01
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Chapters (3)
Intro to Advanced Google ADK
0:38
Overview
2:41
Multi-Agent Tutorial
🎓
Tutor Explanation
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