AI Insights Blog

How a Handful of Lines Can Hijack Any LLM — The Poisoning Threat You’re Ignoring

Imagine shipping a new assistant to your customers that performs perfectly on every validation test — until, one day, a user types a seemingly meaningless phrase and the assistant issues dangerous, incorrect, or malicious instructions. You search the logs; nothing obvious.

How a Small Number of Samples Can Poison LLMs of Any Size

In recent years, the tremendous growth of large language models (LLMs) has transformed artificial intelligence — from generative chatbots to code assistants and domain-specific agents. With model sizes soaring into billions of parameters and training datasets spanning billions of tokens.

What is a Vector Database and How It Works

A vector database is a specialized system designed to store, index, and search numerical vector embeddings generated from unstructured data like text, images, videos, and audio. These embeddings capture semantic meaning rather than exact keyword matches, enabling context-aware retrieval and reasonin

How to Use Google Cloud TPUs with Hugging Face Libraries

The rapid growth of large language models (LLMs) and transformer architectures has driven the demand for specialized hardware. While GPUs have been the traditional choice, Google Cloud TPUs (Tensor Processing Units) offer significant acceleration for deep learning workloads, especially when working

Transforming Images into Videos with AI: Our Hugging Face Spaces Project

This AI-powered project transforms plain text into high-quality, engaging videos. By using HeyGen alternatives and open-source solutions, it helps creators, educators, and businesses convert their ideas, blogs, or scripts into visually appealing video content in minutes.

Revolutionizing Recruitment: Building an AI-Powered HR System with FastAPI, Streamlit, and Groq

built an AI-Powered HR Recruitment System that streamlines candidate screening, evaluates resumes, and even generates interview questionsΓÇè-ΓÇèall with the help of FastAPI, Next.js, and Groq API.