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Meet Your Partner

Today you discover a real problem. The challenge: understand deeply enough to build something they couldn't ask for themselves.

Transparency

I want to be honest with you about where we are.

I'm not certain this is the best approach. But I'm reasonably confident it's directionally right. I'm exploring — and part of what I'm exploring is how to push more into human capabilities: the things that matter more, not less, in a world with AI.

That means I need something from you.

I need you to be partners in this, not just students following instructions. Push back. Tell me what's working and what isn't. Explore alongside me.

This class is designed to be different. If you just follow my instructions without thinking about whether they make sense, you're missing the point. The skill we're building — figuring things out when there's no clear answer — starts right here, with how we run this class together.

Your Sprint 2 Partner

The Setup

You'll work with this partner for the next 4 weeks. Your reflections and check-ins are pair-averaged — their effort affects your grade, and yours affects theirs.

Your job: solve a real problem for them. Not what they ask for. What they actually need.

✓ We're looking for

  • Friction in daily routines — what takes more time or energy than it should
  • Productivity gaps — where time disappears without results
  • Decision points that feel harder than they need to be
  • Habits they want but can't seem to build
  • Recurring frustrations in school, work, or daily life

✗ Not the focus here

  • Deeply personal or relationship issues
  • Things entirely outside their control
  • Abstract wishes ("I want to be happier")
  • Problems that need professional help, not a classmate's project

The question isn't "what's wrong with your life?" — it's "what's harder than it needs to be right now?"

The Four Moves

A discovery conversation isn't random. There's a pattern.

1

Start with facts, not feelings

Ask about time, routine, frequency. Things they can answer without introspection.

"Walk me through a normal weekday." · "What are the top 3 things you spend time on outside class?"

2

Ask for the last specific time

Stories reveal what opinions hide. Don't ask what they think — ask what happened.

"Tell me about the last time you tried to study and it didn't work." · "Walk me through the last job application you started."

3

Follow the emotional beat

When they hesitate, trail off, laugh uncomfortably, or say "I guess" — that's the signal. Go there.

"You paused there — what happened?" · "You said 'I guess' — are you sure, or is something else going on?"

4

Name what they can't see

Reflect the pattern back. "So the problem isn't X, it's actually Y?" Let them confirm or correct.

"So you have the time — the problem is deciding what to do with it?" · "It sounds like the issue isn't that companies aren't responding — it's that nothing in your application gives them a reason to pick you?"

"I need to find a job"

Q What are the top three things you spend the most time on outside of class?

Move 1 — Start with facts. Easy to answer.

A Uh... homework, applying to jobs, and probably just scrolling on my phone.
Q Which one do you think about the most — even when you're not doing it?
A Probably jobs. It's always in the back of my mind.
Q How's that going? Walk me through what's been happening.
A I've been submitting applications but I'm just not hearing back. It's frustrating.

This is where most people stop. "Not hearing back" feels like the problem. Keep going.

Q How many have you sent out roughly? And walk me through what you actually do when you apply — like the last one.

Move 2 — Ask for the last specific time. Get concrete.

A Maybe like 30? I find a posting, upload my resume, fill in the fields, sometimes write a quick cover letter, hit submit. Takes like 20 minutes each.
Q What's different about your application compared to the other hundred people applying to the same posting?
A ...I mean, I have my projects on my resume and my GPA is decent.
Q Do the other hundred applicants also have projects and decent GPAs?

Move 3 — The pause before the answer is the emotional beat. They're realizing something.

A ...yeah, probably. I guess I don't really know what makes me different. I just apply and hope.
Q So the problem isn't that companies aren't responding. It's that there's nothing in your application that gives them a reason to pick yours out of the pile? You're doing the volume but not the differentiation?

Move 4 — Name what they can't see.

A When you put it that way... yeah. I've been treating it like a numbers game but I have no idea what would actually make someone stop on mine.

Surface problem: "I'm applying but not hearing back"
Real problem: No strategy for differentiation. Treating applications as volume game without understanding what makes a candidate stand out. Hasn't thought about their value proposition — what they specifically bring that others don't.

"I don't know, everything's fine"

Q What's a normal Tuesday look like for you? Just walk me through it.

Move 1 — Facts. A Tuesday. No introspection required.

A Wake up, go to class, grab food, do homework, maybe play games, sleep.
Q Where in that day do you feel the most rushed or frustrated?
A I guess between classes. I have a gap but it's not long enough to do anything real so I just sit there.

Move 3 — "I guess" is the signal. And notice the claim: "not long enough."

Q How long is the gap?
A Like 90 minutes.
Q That's not short. What do you actually do during it?
A Check my phone. Maybe try to start homework but I can't focus because I know I have to leave soon.
Q What would need to be different for that 90 minutes to feel usable?

Move 2 — Making the specific moment concrete. What's actually blocking them?

A I think I just don't know what to work on. By the time I figure out what's due next, the gap is half over.
Q So the problem isn't time — you actually have it. It's that deciding what to do with it takes so long the time disappears?

Move 4 — Name the real problem.

A Huh. Yeah. Actually that happens with my whole evening too.

Surface problem: "Everything's fine" (no problem at all)
Real problem: Decision fatigue about task prioritization. Has available time but loses it to the overhead of deciding what to do. Pattern repeats across the whole day.

"School is stressful"

Q Of all your classes right now, which one takes the most mental energy — not time, but energy?

Move 1 — Facts, with a useful distinction: time vs. energy.

A Probably my database class. I spend hours on it and still feel lost.
Q Tell me about the last assignment. Walk me through exactly what happened.

Move 2 — The last specific time.

A I sat down Saturday, opened the prompt, didn't understand it, Googled for like two hours, found some Stack Overflow stuff, tried to piece it together, it didn't work, and then I asked ChatGPT and it gave me something that worked but I don't know why.
Q How did it feel submitting something that works but you don't understand?

Move 3 — The emotional beat is in the admission.

A Honestly? Bad. But the deadline was there so...
Q Right after you read the prompt and felt lost — what did you do in that first moment? Before Googling?
A Nothing really. I just stared at it. I didn't even know what to search for.
Q So the bottleneck isn't doing the work. It's that moment between "I don't understand this" and "I don't know what specifically I don't understand" — you can't break your confusion into questions?

Move 4 — Name the specific cognitive gap.

A Yeah! And then I waste hours on the wrong thing because I Googled the wrong question.

Surface problem: "School is stressful"
Real problem: Can't decompose confusion into specific questions. The gap between "I'm lost" and "here's what I don't understand" is where all the wasted time lives. That's a solvable problem.

The Pattern

In every sample, the same thing happened:

  1. The first answer was vague and general — "not hearing back," "fine," "stressful"
  2. A specific story revealed where the friction actually lives
  3. The real problem was something they couldn't see about themselves
  4. The interviewer named it, and the partner was surprised by their own reaction

Your partner's first answer is a starting point, not the answer. Your job is to get from the surface to the pattern underneath — without putting words in their mouth.

Let's Try It

I need two volunteers. I'll interview one of you while the class watches the moves in action.

What to watch for

  • Where do I start? (Not with "what's your problem?")
  • When do I follow up vs. move on?
  • What do I do when the answer is vague?
  • How does the real problem emerge?
  • What questions would YOU have asked differently?

Discovery Session

Interview your partner. Use the four moves. Listen more than you talk.

25:00

Use your notebook and pen to take notes. Not your laptop, not your phone. Handwriting keeps you present in the conversation and forces you to capture what matters, not transcribe everything.

Your Interview Guide

Start with the questions you prepared in Goal Setting Part I. But follow the conversation — your best questions will come from listening.

  1. Start with facts: "Walk me through your day yesterday" or "What do you spend the most time on outside class?"
  2. Follow up on anything surprising or emotional — hesitations, "I guess," trailing off
  3. Ask for the last specific time something happened — not what they think in general
  4. Write down specific quotes — their words, not your summary
  5. Try naming what you see: "So the problem isn't X, it's actually Y?"
  6. End with: "Is there anything I should have asked but didn't?"

Now You're the Stakeholder

Your partner interviews you. Answer honestly — they're trying to find your real problem, not the polite version.

25:00

While Being Interviewed

Pay attention to something specific:

  • When does your partner ask something that makes you think differently about your own situation?
  • Where do you catch yourself giving the "easy" answer instead of the real one?
  • What question do you wish they'd asked?

Your AI
Thinking Partners

Set up the tools you'll use throughout Sprint 2. These aren't replacements for thinking — they're partners for going deeper on what you just heard.

20:00

Step 1: Portable Dojo Setup

Set up the Symbiotic Thinking Dojo structure in your preferred chatbot (ChatGPT, Claude, etc.). We'll walk through this together.

The Dojo's approach — enter a response, get AI feedback, go deeper — is how you'll process your discovery interviews and verify your thinking throughout the sprint.

Step 2: Explore Learning Tools

Set up at least one of these. Your goal: have it ready to use this week, not just bookmarked.

NotebookLM

Upload your discovery notes. Ask it to find patterns in what your partner said that you might have missed.

Learning Mode in Chatbots

Have a tutoring conversation about your partner's domain — the area their problem lives in.

Projects in Chatbots

Create a project with your discovery notes. Use it as a thinking partner for exploring solution directions.

Learn-About Features

Explore domain-specific tools that help you build knowledge about your partner's problem area.

These are your thinking partners for the sprint — set them up now so you actually use them.

What Did You Hear?

What they SAID

The stated problem. The first answer. What they told you directly.

What you OBSERVED

The pattern underneath. What you noticed between the lines. Where they surprised themselves.

If these two things are identical, you haven't gone deep enough yet. That's OK — that's what the Dojo is for this week.

Before Next Wednesday

Goal Setting Part II

Set goals based on what you actually heard — not what you assumed before today.

Thu, Feb 20

Discovery Deep Dive Dojo

Process what you heard with AI as thinking partner. Go deeper than your notes.

Thu, Feb 20

Assumption Audit AI-Discussion + Domain Learning Dojo

Surface your assumptions before building. Plan what you need to learn about their world.

Sat, Feb 22

Productive Reflection #4 📓 Handwritten

How do you know you're not just projecting? What assumption scares you most?

Mon, Feb 24
→ Sprint 2 Landing Page for full details
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