Community discussions on Lobsters evaluate the trade-offs between zero-shot prompting and fine-tuned classifiers for text categorization. Users argue that small, specialized models often outperform general LLMs in precision. This debate highlights a persistent tension for developers choosing between rapid deployment and long-term accuracy. The consensus favors hybrid pipelines for production environments.