polykode-llm

Polykode LLM

Polykode is ProCogia's AI system for enterprise code modernization — specializing in translating and modernizing SAS, R, and Python code.

This Hugging Face repository contains product configuration and documentation for running Polykode on the NVIDIA Nemotron base model. It does not redistribute modified model weights unless explicitly stated in a release.

Base model

Licensed by NVIDIA Corporation under the NVIDIA Nemotron Model License.

What Polykode adds

ProCogia's contributions (separate from NVIDIA weights):

• Polykode product name and branding
• System prompts for code modernization workflows
• LiteLLM / vLLM inference configuration (--served-model-name polykode)
• Deployment references for ProCogia infrastructure

Under the NVIDIA Nemotron Open Model License, configuration and API aliases that bind by name to the base model are not Derivative Works of the Nemotron weights.

Intended use

• Enterprise code translation and modernization (SAS, R, Python)
• Developer assistance in migration projects
• Not for safety-critical, medical, legal, or regulated use without human review

Inference example (vLLM)

Download the NVIDIA base checkpoint, then serve with the Polykode API name:

python -m vllm.entrypoints.openai.api_server \
  --model /path/to/NVIDIA-Nemotron-3-Super-120B-A12B-NVFP4 \
  --served-model-name polykode \
  --host 0.0.0.0 \
  --port 8000

Use the system prompt and LiteLLM config in this repository for Polykode behavior.

Repository contents

Legal

• NVIDIA Nemotron weights: NVIDIA Corporation — Nemotron Open Model License
• Polykode product materials: 0965688 BC Ltd. (ProCogia) — see NOTICE

Contact

Citation

If you reference Polykode in academic or technical work, cite the NVIDIA Nemotron base model and note Polykode as ProCogia's product configuration layer. See NVIDIA's model card for Nemotron citation guidance.