Muhammed Senussi
Muhammed Senussi
  • Muhammed Senussi
What Two Years of AI in the Editor Actually ChangedAI & Semantic Web

The productivity claims are mostly noise in both directions. What I can report is a change in behaviour.

Where it genuinely helps

  • Unfamiliar syntax and library surfaces, where the alternative was twenty minutes of documentation.
  • The boring middle of a refactor, once the shape is decided.
  • Writing the test I was going to skip because setting up the fixture was tedious.
  • Exploring an approach I would previously have dismissed as too expensive to try.

Where it does not

Deciding what to build, choosing a boundary, or judging whether a design will survive contact with the second requirement. It is confidently wrong about the things that matter most, and confident wrongness is expensive precisely because it does not look like an error.

The skill that has gone up in value is review. I read more code than I write now, and a good deal of what I read looks plausible and is subtly not what I asked for.

2 Comments

  • Yara Mansour

    July 15, 2025

    Confidently wrong is expensive because it does not look like an error. That is the sentence I have been trying to write for a year.

    • Muhammed Senussi

      Muhammed Senussi

      AuthorJuly 15, 2025

      A compiler error is free to find. A plausible design that is wrong costs you a sprint and a half. The failure modes moved from cheap to expensive, which is the part the productivity numbers never capture.

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