A developer built a system to label 21,000 commits as either maintenance or new development using GPT-5.6 Luna via an LLM CLI tool. To improve latency, they implemented a hybrid approach combining a fast naive Bayes classifier for confident predictions with LLM fallback for uncertain cases, using streaming logistic regression for incremental training.