RAG for Cybersecurity combines the power of large language models with vector-based retrieval to transform how security teams access and analyze cybersecurity information. Users begin by ingesting documents such as MITRE ATT&CK matrices, CVE entries, and security advisories. The framework then generates embeddings for each document and stores them in a vector database. When a user submits a query, RAG retrieves the most relevant document chunks, passes them to the LLM, and returns precise, context-rich responses. This approach ensures answers are grounded in authoritative sources, reducing hallucinations while improving accuracy. With customizable data pipelines and support for multiple embeddings and LLM providers, teams can tailor the system to their unique threat intelligence needs.

LiteLLM is a cutting-edge AI agent that specializes in natural language processing. It assists users by providing intelligent and context-aware responses during conversations, streamlining tasks like summarization, translation, and information retrieval. With its ability to understand user intent and context, LiteLLM enhances productivity and creativity across various applications, making it ideal for businesses in need of automation and effective communication.

Llama 3.3 is designed to transform interactions by providing contextually relevant responses in real-time. With its advanced language model, it excels in understanding nuances and responding to user queries across diverse platforms. This AI agent not only improves user engagement but also learns from interactions to become increasingly adept at generating relevant content, making it ideal for businesses seeking to enhance customer service and communication.

Chat with Page is an innovative Chrome extension designed to integrate the capabilities of ChatGPT into your web browsing experience. With this tool, users can converse with an AI directly on the page they are viewing. This means you can ask questions about the content, seek clarifications, or explore related information without needing to switch tabs. It's designed to save time and increase efficiency while you browse. Whether you're researching, shopping, or just exploring, this extension offers quick, contextual responses to enhance your online interactions.