Topic
Billing, a technical problem or a sales request: directing a message is a decision to test. With Clef, prepare the categories, count errors according to their business consequences, and plan for human intervention.
Your help sheet was prepared with an AI and then revised. Understand what the new watermark is OpenAI can indicate and prepare a writing journal without turning a signal into a verdict.
The best general model is not necessarily the best component of your application. In 2026, selection must compare specific versions on real tasks, then plan routing, canary, fallback, and re-evaluation.
