AI Infrastructure & Engineering

Large language models (LLMs) have become foundational components of modern software systems, powering applications ranging from customer support chatbots to document analysis tools and developer assistants. As usage increases, so do concerns around latency, scalability, and cost. One of the most effective techniques for addressing these concerns is prompt caching . Prompt caching is often misunderstood or conflated with traditional response caching. In reality, it operates at

Retrieval-Augmented Generation (RAG) and AI agents are becoming very popular. Many companies are building AI systems that can search documents, answer questions, and support decision-making. However, one major problem is often ignored: data preparation . AI models cannot give good answers if they do not understand the data they are using. Most business data exists in formats that AI models cannot easily read or understand, such as PDFs, Word documents, PowerPoint slides, scan