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Leveraging LLMs for modernization through intelligent chunking, iterative prompting and reflection, and retrieval augmented generation (RAG).

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janus-llm/janus-llm

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Overview

Janus (janus-llm) uses LLMs to aid in the modernization of legacy IT systems. The repository can currently do the following:

  1. Chunk code of over 100 programming languages to fit within different model context windows and add to a Chroma vector database.
  2. Translate from one programming language to another on a file-by-file basis using an LLM.
  3. Translate from a binary file to a programming language using Ghidra decompilation.
  4. Generate requirements, UML diagrams, code comments, and summaries from source code.
  5. Evaluate the products that you generate.
  6. Do 1-5 with a CLI tool (janus).

Installation

pip install janus-llm

Installing from Source

Clone the repository:

git clone [email protected]:janus-llm/janus-llm.git

Then, install the requirements:

curl -sSkL https://install.python-poetry.org | python -
export PATH=$PATH:$HOME/.local/bin
poetry install

Documentation

See the documentation for more information on how to use the package.

Contributing

See our contributing pages

Copyright

Copyright ©2025 The MITRE Corporation. ALL RIGHTS RESERVED. Approved for Public Release; Distribution Unlimited. Public Release Case Number 23-4084.

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Leveraging LLMs for modernization through intelligent chunking, iterative prompting and reflection, and retrieval augmented generation (RAG).

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