Product

Cipher

Fine-tuned enterprise LLM

Cipher is a privately fine-tuned language model. Built on Mistral-7B-Instruct-v0.2 and adapted with Low-Rank Adaptation (LoRA), it is trained on your domain so it speaks your language: your terminology, your documents, your workflows.

Because Cipher deploys on your own infrastructure, prompts and responses never leave your control. There is no shared SaaS endpoint, no third-party training on your data, no compliance grey area. It is small enough to run on commodity hardware yet strong enough for real production reasoning.

The fine-tuning pipeline is repeatable: retrain Cipher whenever your corpus changes, and ship a new model the same way you ship a new release of any other component.

Key features

  • Fine-tuned from Mistral-7B-Instruct-v0.2 with LoRA
  • Domain-adapted on your own corpora and terminology
  • Runs entirely on-premise on commodity hardware
  • Repeatable training and retraining pipeline
  • Standard transformers API — drop-in for your stack
  • Self-hosted inference with no third-party dependency

Why it matters

  • A model that understands your domain, not just general text
  • Your data never leaves your infrastructure
  • No per-token SaaS fees and no shared-endpoint latency
  • Regain control: retrain and redeploy on your schedule