Woopsly

Simple RAG Application Using CrewAI and a Custom LLM (Ollama) An engineering team wants internal AI assistance but cannot send proprietary documents to external APIs. Compliance policies restrict outbound data flow. Latency budgets are tight. The result is predictable: experimentation with retrieval-augmented generation stalls because the default path—cloud-hosted LLMs—conflicts with operational constraints. This is where […]

Simple RAG Application Using CrewAI and OpenAI API A support engineer drops a 200-page internal PDF into a shared drive. Within days, teammates are asking the same question in Slack: “Where exactly does the deployment checklist live?” The document exists. The knowledge is there. But searching, interpreting, and summarizing it repeatedly drains engineering time. This

What Is Retrieval-Augmented Generation (RAG) and How It Works in 2026 A product team ships a customer support chatbot powered by a large language model. It sounds smart. It answers quickly. And within a week, it confidently invents a refund policy that doesn’t exist. That’s the moment many teams discover the limits of pure generative