In early 2026, researchers at Anthropic published new findings on a question that’s quietly reshaping computer science education: How does AI assistance affect human coding skill formation?
For experienced developers and students just getting started, the answer matters more than ever.
AI coding assistants can autocomplete functions, generate boilerplate, explain stack traces, and even architect small applications from a prompt. Used well, they feel like a senior engineer looking over your shoulder. But Anthropic’s research suggests the impact on skill development depends heavily on how these tools are used.
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