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Frank Jamison Avatar
  • A thoughtful wizard studies a glowing crystal ball inside a medieval observatory transformed into a software engineering workspace. The crystal ball displays realistic-looking code alongside prominent warning messages indicating nonexistent APIs and deprecated methods, symbolizing AI hallucinations. Surrounding the wizard are official documentation books, verification checklists, engineering notes, and a ritual board outlining a disciplined software validation process. Additional notes encourage asking critical questions, verifying assumptions, and consulting authoritative sources before trusting AI-generated solutions. The scene combines fantasy and technology to illustrate the importance of critical thinking, source validation, and professional judgment in AI-assisted software development.
    The Enchanted Workshop

    The Crystal Ball Lies Sometimes: Verifying AI Before You Trust It

    July 31, 2026 /

    Even enchanted mirrors occasionally reflect impossible futures. Artificial intelligence has rapidly become one of the most productive tools ever placed into the hands of software engineers. It can explain unfamiliar concepts, generate working prototypes, refactor decades-old code, write unit tests, summarize documentation, and even identify subtle defects that would otherwise escape notice. After spending only a few weeks working alongside modern AI systems, it becomes difficult to imagine returning to a workflow that depends entirely on search engines, reference manuals, and trial-and-error. Yet every experienced engineer eventually encounters a moment that changes the relationship. Perhaps the generated code compiles perfectly while quietly introducing a race condition. Perhaps an API appears…

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    Frank Jamison

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