San Salvador, El Salvador · MATHEMATICIAN & AI LEAD

Models are the easy part. The job is the system around them.

I'm Miguel Escalante. For fifteen years I've built mathematical models and production software across police dispatch, earthquake response, unicorn pricing, and national healthcare. Projects rarely fail over two points of AUC. They fail when you ignore the human bottleneck downstream.

Field Notes & Essays

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  1. The Bank Already Emails Me Every Transaction

    I never connected my accounts to a finance app. The bank emails every charge, so I parse those into local SQLite and nothing ever reaches a third party. Here's the blueprint.

    Automating

  2. Don't Build a Second Brain

    Several agents, one knowledge base. How I centralized the rules without building a second system to run them.

    Systems

  3. Chronos, Cron.

    A pragmatic intro to cron for automating periodic data tasks on Ubuntu.

    Automating

  4. Juay the Docker

    An intro to Docker — containers, images, and why they end the 'works on my machine' problem.

    DevOps