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Hands on coding samples to learn how to build Agents with Agent to Agent (A2A) Protocol, Model Context Protocol (MCP), Agent Development Kit. Use Free Gemini API Key to build. Deploy to Google Cloud Platform. Blog to our YT Channel https://youtube.com/@theailanguage

New Google ADK 2.0 Introduces Graph Based Workflows

Agent Development Kit (ADK)

6 min readMar 26, 2026

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The ADK team just dropped a massive update in their latest community call. If you are a developer building Agents with Google’s Agent Development Kit, then this is a must read for you.

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Snapshots from the ADK Community call. Source: https://www.youtube.com/watch?v=bPngDY7EuOQ

ADK 2.0 Alpha 1 is officially here! This update completely revamps how we build AI agents by introducing deterministic workflows and better multi-agent collaboration. Quick disclaimer from the ADK team though:

This is an early alpha, so definitely do not put this in production just yet!

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Let’s break down one of the biggest new features you need to know

The biggest feature by far is the new Graph-Powered Workflows.

LLMs are probabilistic, but enterprise processes need to be strictly deterministic. ADK 2.0 solves this by modelling workflows as graphs.

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The AI Language

Published in The AI Language

Hands on coding samples to learn how to build Agents with Agent to Agent (A2A) Protocol, Model Context Protocol (MCP), Agent Development Kit. Use Free Gemini API Key to build. Deploy to Google Cloud Platform. Blog to our YT Channel https://youtube.com/@theailanguage

Kartik Marwah

Written by Kartik Marwah

IIT Delhi and University of Illinois (UC) Alumnus with ~12 years of work experience in tech, consulting and building startups. Building "The AI Language"

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