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Python instructor Ardit Sulce believes that AI reduces unproductive friction but does not eliminate the need to understand programming and systems. He proposes a three-stage path that begins with writing code manually, then using AI as a teacher, and ultimately treating it as a work colleague.
Ramp has launched Router, a service that allows companies to use multiple large language models and switch between them through an API, with tools for selecting a model based on cost, performance, or request difficulty. The service is currently available only in the United States and is free through the end of 2026, excluding inference costs.