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autumninthecloud/README.md

Hi there 👋

Senior Technical Product Manager | AI & Data Products | UC Berkeley MIDS

I'm a product leader who spends most of my time thinking about how AI systems make decisions that affect people's safety and how to build tools that keep them honest. 15+ years across product, data science, and engineering got me here, by way of a Master of Information and Data Science (MIDS) from UC Berkeley and an earlier life in industrial markets (water, utilities, energy, manufacturing) with a bachelor's in Chemical Engineering.

What I'm working on

Outside of my day job, I care a lot about the built environment — the buildings we live and work in, and whether the systems meant to keep them safe are actually working. That's the thread running through housing-agent-eval, where I'm testing whether multi-agent AI systems genuinely outperform simpler ones on housing-safety analysis (spoiler: it's not as obvious as the hype suggests), and BobBuilderGPT (CodeQuery), an AI assistant for navigating building codes that I built with a great team at a UC Berkeley hackathon.

If you're working on anything at the intersection of AI, safety, and the places people live — I'd love to hear about it.

MIDS coursework

Pinned Loading

  1. housing-agent-eval housing-agent-eval Public

    A Claude Code playground for evaluating agent architectures on housing safety analytics: single vs multi-agent pipelines, failure-mode analysis (MAST), and a lightweight governance audit mapped to …

    Python

  2. mis-token mis-token Public

    Typos: bad for accuracy (proven). Bad for your token bill? Let's find out.

    Python

  3. zybertrain-share zybertrain-share Public

    TypeScript 1

  4. AIBillBrief AIBillBrief Public

    Python

  5. mike-khor/BobBuilderGPT mike-khor/BobBuilderGPT Public

    For CalHacks Hackathon 2023, team members: Mike Khor, Autumn Rains, Eric Dansforth, Meera Vinod

    Jupyter Notebook 2 1

  6. IM_w_fairness IM_w_fairness Public

    Our group capstone project site for UC Berkeley's MIDS W210/Capstone.

    JavaScript 6