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Research

What holds up to scrutiny.

Independent research on AI, liability, and professional accountability in the built environment. Source-graded, published in full, and honest about what the evidence does not establish.

  1. How AI Fails, for Engineers Who’ve Never Trusted It

    The engineers most skeptical of AI are often the ones best equipped to use it safely — because they already do the one thing that catches its failures. They check. A field guide to how AI fails in engineering practice, and where to point the judgment you already have.

    Marcin Kasiak, PhD, PMP, PE · AECO.digital~12 minRead →

  2. The 2026 E&O Shift

    AI is being written into — and out of — the policies that stand behind stamped engineering and design work.

    Marcin Kasiak, PhD, PMP, PE · AECO.digital~11 minRead →