Effective prompting requires showing LLMs desired behavior through examples rather than telling them to act like experts. Instructions like "You are a Staff+ Software Architect" are counterproductive because LLMs pattern-match training data, and such phrases appear in screenplays and job descriptions, not actual expertise.

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