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    "id": "wirelesscar-field-experiment-two-llm-assisted-code-review-2025",
    "text": "Both utilize a semantic search pipeline based on retrieval-augmented generation to assemble relevant contextual information for the review, thereby tackling the uncovered challenges. Developers evaluated both variations in real-world settings: AI-led reviews are overall more preferred, while still being conditional on the reviewers’ familiarity with the code base, as well as on the severity of the pull request.",
    "context": null,
    "speaker": "Fannar Steinn Aðalsteinsson",
    "speakerId": "fannar-steinn-adalsteinsson",
    "speakerUrl": "https://the-ai-record.com/people/fannar-steinn-adalsteinsson",
    "speakerLevel": "practitioner",
    "role": "Author, affiliated with WirelessCar Sweden AB and Chalmers University of Technology",
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    "organization": "WirelessCar",
    "organizationId": "wirelesscar",
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      "title": "Rethinking Code Review Workflows with LLM Assistance: An Empirical Study",
      "type": "paper",
      "date": "2025-05-22",
      "publisher": "arXiv",
      "locator": "Abstract",
      "url": "https://arxiv.org/abs/2505.16339"
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    "Organizations flagged aiVendor sell AI tools or services and have a reason to publish flattering numbers.",
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