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Field notes for product operators.

Original, practical frameworks for framing AI products, orchestrating people and models, automating exceptions and preserving software sovereignty.

  1. 0101 / Frame

    Frame an AI product before choosing a model

    A practical method to define the user, decision, boundaries and success signals of an AI product before discussing models.

    AI PRODUCTFRAMINGHUMAN IN THE LOOP
  2. 0202 / Orchestrate

    Orchestrate data, rules, models and people

    How to design an operable AI workflow by separating layers, placing human arbitration and preserving a useful decision trail.

    ORCHESTRATIONAI WORKFLOWSHUMAN OVERSIGHT
  3. 0303 / Automate

    Automate repetitive work without hiding exceptions

    A product architecture for automating the stable path, exposing exceptions and building a usable improvement loop.

    AUTOMATIONEXCEPTIONSOBSERVABILITY
  4. 0404 / Stay sovereign

    Software sovereignty: keep the data, keys and choice

    A concrete framework for building a portable AI product that is local-first where it matters and able to change providers without losing its core.

    SOVEREIGNTYLOCAL-FIRSTAI ARCHITECTURE