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:
1python -m vllm.entrypoints.openai.api_server \
2 --model /path/to/NVIDIA-Nemotron-3-Super-120B-A12B-NVFP4 \
3 --served-model-name polykode \
4 --host 0.0.0.0 \
5 --port 8000
Use the system prompt and LiteLLM config in this repository for Polykode behavior.
Repository contents
| Path | Description |
|---|
NOTICE | Attribution and legal notice (required for redistribution) |
LICENSE | Licensing summary |
infra/configs/litellm_config.polykode.yaml | LiteLLM routing + Polykode system prompt |
NOTICE_WEIGHTS_ADDENDUM.txt | Use only if fine-tuned weights are published |
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.
