Nick Nisi Tests a Fruit Fly Model for Code Review

AI Engineer16m 37s
Nick Nisi beside the words Fly Code Review.
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    Nick Nisi describes an experimental code-reviewCode review examines proposed source changes to assess their correctness, clarity and suitability before or around integration. system that translates features of code changes into signals for a simulated fruit fly connectome. The model learns from labelled examples and produces an approval or rejection signal; it does not understand or explain JavaScript.

    In the audience exercise, the simulated fly makes one mistake across three examples. Nisi reports broader test resultsEvaluation is the systematic assessment of a system's behaviour or results against explicit criteria. and shows a live request that does not produce a clear answer, while cautioning that the experiment is not a practical replacement for code review.

    Nisi proposes combining team-specific review rules, risk classification, automated reviewers and human escalationHuman-in-the-loop AI keeps a person involved in reviewing, correcting, approving, or guiding an AI system's work.. He suggests providing test results, screenshots and other evidence to help people understand what a change does.

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    • Agents & workflows25
    • Coding & tools100
    • Models & learning75
    • Infrastructure & compute0
    • Research & evaluation75
    • Safety & security25
    • Business & productivity25
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    Nick Nisi beside the words Fly Code Review. With WWW.ARTIFICIAL-INTELLIGENCE.VIDEO, 1 November 2026 and duration 16m 37s.

    Nick Nisi tests a simulated fruit fly connectome on code changes and considers how teams might automate parts of review.