jakobap/aaron

Step-by-step challenge lab repo to build your custom LLM Deep Researcher Assistant using Genkit

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Builds a research agent using Genkit's agentic framework with multi-step reasoning, combining prompt engineering, semantic vector search over a Firestore knowledge base, and RAG pipelines to answer technical queries. The lab progresses through five challenges: entity extraction via LLM prompting, chunking and embedding documents with Vertex AI, semantic retrieval and summarization, multi-turn agentic workflows, and tool integration—all orchestrated through Next.js and deployed on Google Cloud infrastructure via Terraform.

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TypeScript

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Last pushed

Aug 11, 2025

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