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Cover illustration

AI Team Operating Manual: Harness

Harness Engineering for Everyone

2026-04-16 · Minho Hwang (revfactory@gmail.com)

Harness for Everyone · Slide 1/10
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Hook illustration

What if one AI does it all?

A lone chef trying to plate a full course will flounder.

  • "Review the proposal, revise it, and write the report too."
  • The result? A jumbled mess.
  • We don't cook a full course alone, either.
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Problem illustration

Why understanding Harness matters now

AI is becoming a team, but our vocabulary is still stuck on "just one chatbot."

  • AI is shifting from "using one" to "weaving a team"
  • Even if you don't build one, you should be able to read one
  • Understanding is basic literacy — no coding required
Harness for Everyone · Slide 3/10
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Team kitchen illustration

Not a dictatorial kitchen — a collaborative team kitchen

Harness is the kitchen operating manual we write to divide roles among AI chefs.

  • This isn't a dictatorial kitchen
  • Chefs say "how's the seasoning?" to each other
  • This kitchen's operating manual = Harness
Harness for Everyone · Slide 4/10
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Concept mapping illustration

Kitchen roles = AI roles

Know which kitchen role each term — Agent, Orchestrator, Skill, Harness — maps to.

  • Agent = AI chef (an AI with a role)
  • Orchestrator = head chef (coordinator)
  • Skill = recipe card / Harness = operating manual
Harness for Everyone · Slide 5/10
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Learning path illustration

3 min for a feel, 30 min for the picture, 1 hour to explain

A three-stage path — anyone can grasp it at their own pace.

  • Beginner (1–10 min): Say Harness in one sentence
  • Intermediate (30 min): Draw the flow of five parts
  • Advanced (60–90 min): Explain it to someone for 10 min
Harness for Everyone · Slide 6/10
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Misconceptions illustration

Not this — 5 common myths

Clear up the five most common misconceptions up front.

  • ✗ "It's an AI product" → ✓ It's a design approach
  • ✗ "AI decides on its own" → ✓ It chooses within a designed scope
  • ✗ "It runs without humans" → ✓ Humans write and fix it
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Harness moments in everyday life

You can spot a harness-like moment in your own everyday life.

Daily life scene
  • Kimjang: salting · seasoning · stuffing — role split
  • Moving: packing · carrying · placing — coordinator
  • Picnic: shopping · cooking · seating — checklist
Harness for Everyone · Slide 8/10
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Key summary illustration

Remember it in three sentences

Lock in the essence of Harness with three sentences and a self-check.

  • Harness is the AI team operating manual — not a product, a design
  • Humans write, AI runs — the subject is always "we"
  • AI chefs forget each time — so memory design matters
Harness for Everyone · Slide 9/10
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Next steps illustration

If you want to go further

A path opens beyond understanding.

  • Understanding is enough — today completes the beginner goal
  • Intermediate (30 min) and advanced (90 min) paths are ready
  • Building is a separate track — different skill from understanding
Harness for Everyone · Slide 10/10 · Thank you

Speaker Notes

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