06 – GCP Generative AI Leader Intermediate – Strategy & Architecture

How does an AI go from a “Brain in a Jar” to an autonomous Agent? 🤖

In this Intermediate/Expert Architecture deep dive, we visualize the flow of data inside intelligent applications. We use the “ReAct” framework to explain how agents actually think and act.

The Architecture:

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The ReAct Loop: Visualizing the Think -＞ Act -＞ Observe cycle using a “Chef Tasting Soup” analogy.

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Tools & Function Calling: Giving the brain “hands” to touch the outside world (APIs & Databases).

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RAG & Embeddings: How Vertex AI Search translates text into coordinates on a map to find “nearby” ideas.

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The Trade-off: Open Source vs. Proprietary Models—Is it better to build your own car or take a taxi?

Architect your agent ecosystem.

👇 GET THE BLUEPRINT:Head to www.cloudcertguild.com (http://www.cloudcertguild.com) to:✅ Take the AI Architecture Quiz.✅ Listen to the full Podcast episode.✅ Download the “ReAct Agent Flowchart.”

For deep dives into Vector Database tuning, check our Channel Profile.

#AIArchitecture #ReActFramework #LangChain #VertexAI #SystemDesign #CloudCertGuild

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