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PROJECT BRIEF / 06

An open-model starting point

Falcon + LangChain + Chainlit

Prototype2023Public repository
  • Falcon
  • LangChain
  • Chainlit

The context

Hands-on experimentation is a useful complement to architecture strategy. This early prototype connects the Falcon model to a conversational interface using an open-source toolchain.

The approach

  • Use Falcon through Hugging Face as the language model.
  • Connect the model with LangChain.
  • Provide a simple Chainlit chat interface.

The leadership connection

A builder's mindset and experience exploring open-model application patterns alongside managed enterprise AI platforms.

What to look at

Understand the scope

This is a simple chat interface, not a full enterprise agent or RAG platform.

Review the toolchain

Inspect the model integration, orchestration, and UI components.

Check today's compatibility

Confirm current dependencies, access requirements, and licensing before adapting the prototype.

Continue exploring

From RAG to release-ready

Next project: Operational LLMOps with Microsoft Foundry