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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. A Prompt Is a Control Surface, Not a Magic Spell

    The author introduces a new approach to prompt engineering, focusing on creating prompts that reveal errors and vulnerabilities rather than just optimizing for better answers. This method is designed for serious work like building production tools or conducting security research, where predictable failure is crucial. The core idea is to view prompts as control surfaces that shape model behavior, acting as thinking tools, attack surfaces, and quality filters. AI

    A Prompt Is a Control Surface, Not a Magic Spell

    IMPACT This perspective shift in prompt engineering could lead to more robust and secure AI applications by emphasizing predictable failure modes.