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  • The State of AI Instruction Quality: Q3 2026

    91% of the most-starred repos on GitHub give their coding agent at least one instruction that never says which file, command or tool it means. In April we measured 28,721 repos, and our own limitations section admitted that a 10-star side project counted the same as a 50,000-star production repo.

    Dev.to AI10 min read
  • Records first, chart second. The Sankey disagreed.

    I thought my job search history could be represented as a conventional funnel: application, recruiter, hiring manager, technical, outcome. The real histories did not work like that. Some skipped stages. Some repeated them. Inbound opportunities did not start with an application at all.

    Dev.to AI4 min read

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