← Slides

  1. Aklman / Community / Jun 8, 2026

    01 / 04

    01 / Reframe

    An agent is not a tool list

    A better representation is this: an agent is a work unit placed inside context, roles, artifacts, and feedback loops.

    • Tools focus on capability
    • Workflows focus on position
    • Systems focus on feedback

  2. Aklman / Community / Jun 8, 2026

    02 / 04

    02 / Resources

    Three primary objects

    A real workflow is not a chat trace. It is a set of objects that can be identified, assigned, checked, and reused.

    1

    Context

    Goals, sources, constraints, decisions, and current state.

    2

    Role

    Reader, Planner, Reviewer, and Writer are work boundaries.

    3

    Artifact

    A document, task, judgment, code change, or reusable record.

  3. Aklman / Community / Jun 8, 2026

    03 / 04

    03 / Flow

    How one collaboration flows

    Work is not a single exchange but a loop you can run again: goals go in, judgment comes back.

    Input

    Set the goal

    Name what to solve and where the edges are.

    Context

    Gather context

    Hand the agent the material, limits, and past decisions.

    Run

    Run and record

    Run the tools and produce a checkable artifact.

    Feedback

    Write judgment back

    Human trade-offs become the next round's context.

  4. Aklman / Community / Jun 8, 2026

    04 / 04

    04 / Doer vs Tutor

    The Doer / Tutor boundary

    The same agent behavior can help you form a mental model, or let you bypass one.

    Doer

    Hands over the answer

    It removes search, but also removes understanding.

    Tutor

    Provides scaffolding

    It lowers extraneous load while leaving judgment to you.