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Dev.to
Dev.to
5/12/2026
Give AI the Context It Should See, Not the Whole Repository

Give AI the Context It Should See, Not the Whole Repository

Short summary

AI task failures stem from bad context, not model limits. Build focused context packages with explicit source-of-truth hierarchies and labeled content types (fact, evidence, project-local rule) rather than dumping entire repositories. This reduces hallucinations and improves AI system reliability.

  • Wrong context causes more AI failures than model capability gaps
  • Design task-specific context packages instead of exposing full repositories
  • Establish source-of-truth hierarchies and label what is generalizable vs. project-local

Generated with AI, which can make mistakes.

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