SQL PremSQL: End-to-End Local First Text to SQL Pipelines PremSQL by PremAI is an open-source, local-first library for building secure Text-to-SQL pipelines with Small Language Models. It offers datasets, executors, evaluators, generators, and pipelines to enable private, efficient, and autonomous NL2SQL solutions perfect for enterprise AI.
LLM Datasets and Contamination Prem AI's post addresses dataset contamination in LLM training, where overlap between training and test sets inflates performance. It explores detection methods, data curation best practices, and ethical concerns around mislabeled or duplicated content.
Data Privacy The Synthetic Data Revolution This article delves into the emergence of synthetic data in AI, discussing its generation methods, applications across various data types, and its significance in overcoming data scarcity and privacy challenges, ultimately contributing to the pursuit of Artificial General Intelligence (AGI)
RAGs are cool, but what about their privacy? This article explores privacy concerns in Retrieval-Augmented Generation (RAG) applications, highlighting data protection challenges and offering actionable solutions to ensure secure and compliant AI systems while leveraging the benefits of RAG.
