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Prompts aren’t enough: Why two AI giants are evolving their approach

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Why This Matters

The shift from prompt-based AI interactions to demonstration-based learning marks a significant evolution in AI development, emphasizing more intuitive and efficient ways for AI systems to acquire skills. This approach enhances AI adaptability and usability, potentially transforming how consumers and industries leverage AI for complex tasks. As OpenAI and Anthropic adopt this method simultaneously, it signals a broader industry move towards more human-like learning paradigms in AI systems.

Key Takeaways

Stop telling AI what to do. Show it instead. This summer, OpenAI and Anthropic both announced features that let their AI systems learn a task by watching someone do it once, instead of being told how in a prompt. In June, OpenAI launched Record & Replay, a feature that lets ChatGPT and Codex users demonstrate a workflow and turn it into a reusable skill. Weeks later, Anthropic unveiled Record a Skill inside Claude Cowork: Record your screen doing a task, narrate your reasoning, and Claude turns it into a skill it can run again. Two competitors, converging on the same solution within weeks of each other. To me, that’s an admission that prompting alone was never going to get AI where it needs to go.