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01 LLM Foundations

Climb a 12-rung ladder from a memoryless prompt to GraphRAG, evals, agents, and MCP — each step queryable live.

🚀

LLM Foundations Demo

Open the live demo to interact with the full application. Use ← Portfolio in the demo header to return home.

Open Demo →

Status

Live

Stack

Pythonpydantic-aiOpenAIGraphRAGMCP

Coming Soon

  • Stateless → memory → full-context → naive RAG
  • Smart chunking, reranking, GraphRAG, security tiers
  • Evals, tools, and dual MCP (EDGAR + Yahoo Finance)