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To demonstrate the power of Model Context Protocol (MCP) in real-world enterprise AI, I recently ran a loan underwriting pipeline that combines: MCP for tool-style interaction between LLMs and services LangGraph to orchestrate multi-step workflows Amazon SageMaker to securely host the LLM FastAPI to serve agents with modular endpoints What Is LangGraph? LangGraph is a framework for orchestrating multi-step, stateful workflows across LLM-powered agents.

May 9, 2025 - 22:51
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To demonstrate the power of Model Context Protocol (MCP) in real-world enterprise AI, I recently ran a loan underwriting pipeline that combines:

  • MCP for tool-style interaction between LLMs and services
  • LangGraph to orchestrate multi-step workflows
  • Amazon SageMaker to securely host the LLM
  • FastAPI to serve agents with modular endpoints

What Is LangGraph?

LangGraph is a framework for orchestrating multi-step, stateful workflows across LLM-powered agents.

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