Mind Maps

The Production LLM & Agent Application Stack

Mind Maps diagram · made in Skemio

Mind map of the LLM application stack showing Embeddings, Vector Stores, Orchestration, and Inference layers.
Mind map of the LLM application stack showing Embeddings, Vector Stores, Orchestration, and Inference layers.
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What it shows

  • Embeddings translate documents into vectors stored in high-speed databases.
  • Orchestrators coordinate multi-step prompt chains, memory, and tool calls.
  • Hybrid search combines dense vector similarity with sparse keyword BM25.

The takeaway

A production LLM system is 10% model prompting and 90% data retrieval and tooling.

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