Sarus Technologies

Retrieval Augmented Generation under Differential-Privacy

Abstract

LLM DP fine-tuning with Sarus in a Databricks workspace

Fine-Tuning GPT-4o mini: Privacy not Included

Fine-tuning is more accessible than ever, thanks to…

Discovering new knowledge with Differential Privacy

Fine-tuning Mistral 7B with QLoRA for new knowledge learning

An open-source dataset to test LLM private knowledge understanding

Generate Time-Series Data with Fine-Tuned Mistral 7B Instruct

Small open-weights vs OpenAI API for…

David vs. Goliath in AI

Can Fine-Tuned Smaller Models like XLNet, DistilBERT and T5 Compete with Large…

Quickly Generate Time-Series Synthetic Data with OpenAI’s Fine-Tuning API

Deploying Sarus Arena on Azure AKS

in three simple steps

Easy PII replacement for OpenAI, Mistral and Anthropic APIs

with Sarus Arena open-source application

Qrlew, the library that turns any SQL query into a privacy-safe one

How fine-tuned LLMs compete with commercial models ?

In a previous post, we explored how fine-tuning a large language model (LLM) model compares with using a commercial service like OpenAI’s ChatGPT. We considered various factors such as cost and privacy. In this post, we will examine more…

The LLM Dilemma: Self-Hosted vs. Public API Solutions

In the field of artificial intelligence, Large Language Models (LLMs) are driving innovation and efficiency across various industries. With their growing importance, businesses and developers face a major decision: deploying self-hosted…

How safe is the data used in LLM prompts?

As the implementation of Large Language Models (LLMs) in production expands, they’re…

Sarus Qrlew feature showcase: automatic range computation in the context of differentially private SQL

LLMs have become excellent at memorizing: it’s a problem for privacy

How to protect your private data when fine-tuning LLMs

Privacy risks in LLM fine-tuning

In our previous posts, we introduced the overarching privacy and security considerations of…

The main privacy risks in GenAI projects and how to mitigate them

How advances in Generative AI change the game for privacy protection

[Product update] Sarus now integrates with Databricks!

The protection of grouping keys in the context of differentially private SQL

[Just released] AI-based synthetic data generator!

A new Deep-Learning based synthetic data generator…