Every few years, most of us get handed the same assignment in a new disguise. The words change, but the shape is always familiar: “We need you to join this project. It is already running. The previous person just left. Can you get up to speed quickly and take ownership?” It does not matter whether you are an architect, a developer, a tester, a database administrator, a DevOps engineer, a support executive, a business analyst, a product owner, or a project manager. The assignment is the same. Jump onto a moving train, learn the route, befriend the passengers, and eventually…

Token estimation is not a solved problem, but it is a much more manageable problem than most teams realize. This article breaks down the practical strategies for projecting token usage before your prompts ever reach the model. Read my new AI Architecture article here – https://www.linkedin.com/pulse/token-budgeting-predicting-llm-costs-before-you-hit-send-praveen-nair-ovo0c