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Dev.to
Dev.to
7/17/2026
Practical discipline for working with LLMs: self-review and judgment

Practical discipline for working with LLMs: self-review and judgment

Original: Nobody Taught You How to Use This Thing

Short summary

An opinion piece arguing that most LLM users accept first outputs without critical review, when simply asking the model to self-check catches cheap errors. The author frames engineering judgment — choosing the right solution among ten options — as the irreplaceable human layer. Cosmetic code-style debates are dismissed as hobbyism now solvable with linter configs.

  • Ask LLMs to self-review outputs before accepting them as final
  • Engineering judgment in selecting the right solution remains the human core
  • Cosmetic style preferences should be encoded in tooling, not debated manually

Generated with AI, which can make mistakes.

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