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ITWillRock

Insights: articles and materials on AI, delivery, and what we learned.

Short, dated, from real work. Articles are written here. Materials are slides and talks we have given, with a summary and a link.

Insights

  • Article12 min read

    SAW: self-revised agentic workflows

    By Artem Panfilov

    SOCIA taken to automation: agents hold the gates between phases, read only the contract and the artifact, and send work back until it passes, while a named person signs the gates with consequences. Why it works starts with a human blind spot: we cannot see our own mistakes, and neither can a model reviewing its own window.

    • AI principles
    • Agentic engineering
    • Delivery

  • Article12 min read

    SOCIA: separation of concerns in AI

    By Artem Panfilov

    Separation of concerns, applied to working with AI: one session per concern, a one-page file as the only interface, and a gate a person holds at every seam. Why that structure costs fewer tokens, is easier to govern, and keeps you free to change vendors.

    • AI principles
    • Delivery
    • Agentic engineering

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