Vizuara Harness Engineering
Mentor Handbook · 00 Before You Teach

How to use this handbook

By the end of this chapter you can walk into any of the five live days, open the matching chapter of this handbook, and turn it into a two-hour session where you teach a layer of the harness while you build it live with the cohort — calm, unhurried, and never bluffing. This chapter is about the handbook itself: how it's built, why it's built that way, and the exact ritual for prepping a day from it.

Let me say the most important thing first, plainly. This is not a book you read to the room. It is a book you read before the room, until the idea is yours — and then you close it, stand up, and rebuild the idea live with your students watching. The handbook is the rehearsal. The live day is the performance. Keep those two separate in your head and everything gets easier.

What we are actually building over five days

So you never lose the plot, hold the whole arc in one sentence. We are building a coding-agent harness — the software that wraps a large language model and turns it from a chatbot into something that can actually do work on a real computer: read your files, run commands, edit code, remember what it's doing, and recover when it fails. Tools like Claude Code, pi, and Cursor are exactly this. The model is the brain; the harness is the body.

🧠 Metaphor
The model is a brilliant new employee who has read every book ever written but has no hands, no desk, no memory of yesterday, and no way to see the office. The harness is everything we give that employee so they can actually do the job: hands (tools), a notebook (context), a filing cabinet (durability), and a manager who can delegate (orchestration). Over five days we build the body around the brain, one part at a time.
The whole workshop in one picture: five days of building a body around a borrowed brain.figure rendering · The whole workshop in one picture: five days of building a body around
The whole workshop in one picture: five days of building a body around a borrowed brain.

Each day adds one part of the body. Day by day the loop gets a little more alive. By Friday the cohort has built something that feels like pi. That progression — brain alone, then hands, then memory, then safety, then a team — is the spine of the course, and every chapter in this handbook is one vertebra.

The seven ingredients — the recipe behind every chapter

Every concept in this handbook is served with the same seven things, always in the same order. This is deliberate. When the structure is predictable, you stop worrying about what comes next and put all your energy into delivering the thing in front of you. Here is the recipe, and it is also the recipe you'll use at the whiteboard.

🎓 Teaching note
The seven ingredients, in order: (1) plain words — say it like you're talking to a smart friend who has never built an agent. (2) a metaphor — a real-world picture you can redraw on the board. (3) a tiny concrete example — a two-line trace, a three-tool loop, something you can walk through by hand. (4) the real mechanism — the actual code or protocol, built up gently from the tiny example. (5) in production today — where this exact thing lives in Claude Code, pi, or Cursor. (6) teaching notes — the board plan, the reveal order, the one live demo. (7) the common confusion — where students get lost, and the one sentence that unlocks them.
The fixed recipe: seven ingredients, same order, every single concept.figure rendering · The fixed recipe: seven ingredients, same order, every single concept.
The fixed recipe: seven ingredients, same order, every single concept.

Why this exact order? Because it mirrors how a human actually learns. You meet the shape of the idea in plain words. The metaphor gives you something to hold. The tiny number makes it real. Only then are you ready for the mechanism — and by that point it feels obvious rather than dropped from the sky. The production link tells you it matters. And the teaching notes plus the confusion fix are for you, the mentor, so you can hand the whole thing to the room without stumbling.

The click
Here is the reframe that makes prepping fast: you learn a chapter by reading ingredients 1 through 5, and you teach the chapter by delivering ingredients 1 through 5 in the same order. The chapter isn't just your study material — it is the lesson plan itself. Ingredients 6 and 7 are the director's notes scribbled in the margin. Once you see this, prepping a day stops feeling like homework and starts feeling like reading your own script.

The callout blocks — how to read the margin

Scattered through every chapter are colored cards. Each one is one of the seven ingredients, pulled out so it catches your eye. Learn to read them at a glance, because on prep morning you'll skim by color.

🎤 Say this at the board
When you present, the yellow "say" cards are gold — they are the exact words to speak at the board. You don't have to invent phrasing under pressure. Read them a few times the night before until they sound like you, then say them in your own voice on the day.

There are eight kinds. metaphor is the picture. example is the tiny by-hand number. production is where it runs in the real world today. teach is the board plan and pacing. say is the literal line to speak. demo is the live thing to run. confusion is the trap and its fix. aha is the moment that makes the room light up. When you skim a chapter to prep, read the teach, demo, and say cards first — those three are your delivery. Then read the confusion cards, because those are the questions coming at you.

The eight callout types, and which three to read first on prep morning.figure rendering · The eight callout types, and which three to read first on prep morning
The eight callout types, and which three to read first on prep morning.

1 The example and demo cards look similar but do different jobs. An example is something you walk through on the board with a pen — a traced loop, a fake tool call. A demo is something you actually run on the projector — real code, real output. Board first, then screen: the board builds the mental model, the screen proves it's real.

Learn the layer, then teach it while you build it

This is the heart of the workshop's method, so slow down here. Most technical teaching is: explain everything, then build. We do the opposite. We build the layer live and teach each piece the moment before we write it. The cohort watches the harness come alive under your hands, one function at a time. This is why the workshop is unforgettable — and it's also why prep matters.

🧠 Metaphor
Think of a cooking show, not a cookbook lecture. The host doesn't read the whole recipe and then vanish into the kitchen. They explain the onion as they pick up the knife, chop it on camera, and the dish assembles in front of you. By the end you feel like you could make it because you saw it made. Your live day is a cooking show for a coding harness: explain the tool loop, then write the tool loop, then run it, all in one flowing motion.
Live-build teaching as a cooking show: explain the step, then do the step, on camera, in one motion.figure rendering · Live-build teaching as a cooking show: explain the step, then do the s
Live-build teaching as a cooking show: explain the step, then do the step, on camera, in one motion.
⚠️ Where students trip
The mentor's own worst fear here: "what if the live code breaks in front of everyone?" Reframe it — a break is a gift, not a disaster. When your tool loop throws an error live and you calmly read the traceback and fix it, the cohort learns the single most valuable skill in this whole field: how to debug an agent. Never paste in pre-working code and pretend you typed it. The stumbles are the lesson. The fix is: keep a known-good version of each day's code in a branch you can git checkout if you get truly stuck, but try to fix it live first.

Production is not optional — always name the real tool

Every chapter ties its idea to something running right now in Claude Code, pi, or Cursor. Do not skip these. A student who hears "the tool loop is how Claude Code edits your files" leans in; the abstraction becomes a thing they've used. You are not teaching a toy — you are teaching the exact mechanism inside the tools sitting on their laptops.

🏭 In production today
Concrete anchors you'll reach for all week: the agent loop (LLM proposes an action, harness runs it, feeds the result back) is what happens every time Claude Code runs a command for you. Tool definitions — the JSON schemas we write on day two — are exactly what Anthropic's tool-use API expects. Context compaction on day three is why Claude Code can work for an hour without forgetting the start. Permission prompts and checkpoints on day four are the "fire door" that stops an agent from rm -rf-ing your repo. Subagents on day five are how one agent spawns helpers to work in parallel. Every layer we build has a named twin shipping to millions of users today.

The prep ritual — one page, the night before

Here's the exact routine for turning a chapter into a live day. Do it once and it becomes second nature.

🎓 Teaching note
The night-before ritual, in order. (1) Read the whole chapter twice — once for understanding, once out loud. (2) Do the tiny example yourself on paper, so the numbers are in your hand, not just your eyes. (3) Build the day's code yourself, from scratch, once — no copy-paste. If you can't build it privately, you can't build it live. (4) Break it on purpose — trigger the common confusion, watch the error, so nothing surprises you. (5) Copy the board figures onto a real whiteboard and time yourself. (6) Underline the say-cards you'll use verbatim. Ninety focused minutes the night before buys you a fearless morning.
▶️ Live demo
Your dress rehearsal is: open a blank file, close this handbook, and build the entire day's harness layer from memory while narrating out loud to an empty room. If you can do that once alone, you can do it in front of thirty people. If you stumble, you've found exactly the spot to re-read tonight instead of discovering it live at 7 AM. This single rehearsal is worth more than any amount of re-reading.
The night-before ritual as a six-item checklist — the whole prep in one page.figure rendering · The night-before ritual as a six-item checklist — the whole prep in on
The night-before ritual as a six-item checklist — the whole prep in one page.

Shape of a live morning (7:00–9:00 AM IST)

Every live day is a two-hour morning built from three or four blocks, and every block follows the same tiny arc: teach the piece (board) → build the piece (screen) → run it → one checkpoint question. Here's the default skeleton you'll adapt per day.

  • 7:00–7:15 — Recap and today's goal. Redraw yesterday's harness on the board. Say the one sentence for today: "yesterday it could X; today we give it the power to Y."
  • 7:15–7:55 — Block 1: teach + build the core piece. Metaphor and tiny example on the board (10 min), then write the code live (20 min), then run it and watch it work (10 min). Checkpoint question to the room.
  • 7:55–8:35 — Block 2: extend it and break it. Add the next feature live, deliberately hit the common confusion, debug it together. This is where the real learning lands.
  • 8:35–8:55 — Block 3: tie it to production. Show the same idea inside Claude Code or pi. Let the cohort feel "we just built a real version of that."
  • 8:55–9:00 — Close. Restate today's one sentence, preview tomorrow's layer, one checkpoint question they'll answer tomorrow.
🎤 Say this at the board
Two phrases to keep in your pocket all morning. When you finish a piece: "Notice we didn't add anything magic — just a loop and a function. That's the whole trick." When something breaks: "Good, it broke. This is exactly what happens to real agents — let's read what it's telling us." These two lines set the tone that the harness is demystified and that errors are normal, which is the emotional payload of the entire course.
The click
End every block with a checkpoint question the cohort answers out loud together, not one you answer for them. "So — where does the model's proposed action actually get executed?" A room that can answer that has understood, not just watched. If the room goes quiet, you found a gap; re-explain before moving on. The checkpoint is your instrument panel — it tells you whether to push forward or circle back.

You can now teach

  • What the handbook is for: a rehearsal you master privately, then close and rebuild live — not a script you read to the room.
  • The five-day arc: building a body (tools, context, durability, orchestration) around a borrowed brain (the LLM), one layer per day.
  • The seven ingredients and why they're always in that order — and that ingredients 1–5 are your lesson plan, 6–7 are your director's notes.
  • How to skim by callout color: read the teach, demo, and say cards first, then the confusion cards, when prepping a day.
  • The live-build method: teach each piece the moment before you write it, on camera, cooking-show style — and treat a live break as a gift.
  • The prep ritual and the morning skeleton: the six-step night-before checklist, and the teach → build → run → checkpoint arc that fills a 7–9 AM block.