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By Interest

The pages above are organised by where you are (classroom, workshop, hackathon, home). This one is organised by what you care about — because people lean in when they see their own interests laid out.

  • Aspiring programmer / vibe coder


    Write your first talking bot; grow it into something that does a job

    First bot tutorial

  • Backend & distributed systems


    Message bus, routing, RPC, JWT auth — with the deployment cliff removed

    Architecture overview

  • Machine learning & data science


    Labeling as a live classification playground

    Labeling walkthrough

  • Systems thinkers


    Dual-context bots, delays, feedback loops, leverage points — made pokeable

    Design principles

  • Software & systems architects


    Architecture as deliberate tradeoff — decentralize meaning, centralize trust

    Architecture overview

  • Social sciences & civics


    Simulate belief systems; observe opinion dynamics emerge

    Classroom

  • Ethics, privacy & digital citizenship


    Build the profiling machine in a sandbox to understand it

    Concepts

  • Media & information literacy


    RAG, source evaluation, catching an AI being confidently wrong

    Classroom

  • Teachers & educators


    Author subject-specific bots without being an engineer

    Workshop

  • Language & humanities


    Bots that discuss texts, label rhetorical moves, track meaning shifts

    Labeling walkthrough

  • Global citizenship / SDG-minded learners


    SDG 4 in action — model climate, peace, governance as systems

    Learn

Check your understanding

  • Which entry point matches your background? What would you build first?
  • How does the decentralization-as-a-spectrum framing change how you think about system design?
  • What is exaptation, and where does it show up in MEADOWS?