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Universiti Kebangsaan MalaysiaFakulti Teknologi dan Sains Maklumat (FTSM)

Workshop kit · FTSM Technopreneurship Bootcamp 2026 · Day 2 · Build

AI-Powered Prototyping

Everything for the 2-hour session in one place: the minute-by-minute plan, the thinking lenses as live visuals, the scaffold groups work through, the prompts, the scoring rubric and the prep list.

Sat 31 Oct 202610.30 – 12.30Pusat Penyelidikan Tasik ChiniTs. Dr. Mohd Nor Akmal Khalid
>
120MINUTES
Think 42Build 58Show 20

01 · Run sheet

The session, minute by minute

Drag the clock or press play to rehearse it. The panel shows which slide is up and whether an AI build is running at that moment, so every wait is planned work.

02 · Concepts

Think first, then build fast

Each lens is taught in about two minutes and then used straight away on the Thinking Canvas. The chain is: system → user → hypothesis → slice → prompt → test → reflect. Each visual plays as you scroll to it; press Replay to watch it again.

PROBLEM SPACE SOLUTION SPACE DiscoverDay 1 · find problems Define9.00 · value proposition DevelopNOW · prototype → MVP DeliverDay 3 · pitch, then users YOU ARE HERE Each diamond: diverge, then converge. Twice.

The map

Double Diamond

Day 1 and this morning covered the problem space. This session is Develop: explore solutions by prototyping, then converge on one MVP. If the peer test shows the wrong problem was defined, groups go back to the first diamond. That is normal, not failure.

Design Council (UK), 2004 · Framework for Innovation

Meaningful Pleasurable Convenient Usable Reliable Functional ? Many features, done poorly Core features, done well Your MVP = one thin slice through every layer

What “viable” means

A thin slice, not a wide base

A prototype asks whether people understand it; an MVP asks whether they will use or pay for it; a product asks whether it scales. The MVP is one core job that works, does not break in the demo, needs no help, beats the old way, feels good and matters. That is why the canvas allows only three features.

After S. P. Anderson’s UX hierarchy of needs (2011), building on A. Walter (2011); MVP-slice view as drawn by B. Waldock, beingagile.co.uk

Needs Research Prioritise Concept Hypothesis MVP Build Measure Learn sprints 1 + 2

How an MVP is born

Design thinking + Lean UX + Agile

Design thinking climbs from needs to a concept. Lean UX turns the concept into a hypothesis and the smallest thing that tests it. Agile takes over with short build–measure–learn loops: Sprint 1, the peer test and Sprint 2. AI shrinks each Build step to minutes.

Build–Measure–Learn: E. Ries, The Lean Startup (2011)

EVENT · what we see“No free room again at 2 pm.” PATTERN · what keeps happeningFull at peak hours, empty after 5 pm. STRUCTURE · what causes itWalk-in only. No shared schedule. MENTAL MODEL · what people believe“First come, first served is fair.” Design for the structure, not the event.

Lens 1 · Canvas box 1

Systems thinking

Ask why the problem keeps happening and who else is part of it. An app that only reacts to events is weak; one that changes a structure (a shared live schedule) is strong. The people in the system, such as lab staff, the faculty office and other groups, decide whether the MVP can work.

Box 1 → LOOK & DATA in the prompt

Try it · build a point of view

User
Needs a way to
Because

Lens 2 · Canvas box 2

Design thinking

Start from a person and an insight, not a feature list. The point-of-view sentence forces three things: a specific user, a real need (a verb, not a feature) and an insight into why it is hard today. The “How might we…?” question turns it into an open design challenge the AI build answers.

Empathise · Define · Ideate · Prototype · Test, after the Stanford d.school

Box 2 → ROLE & GOAL in the prompt
01 Decompose 02 Spot patterns 03 Abstract 04 Algorithm → CORE FLOW→ LOOK & DATA→ 3 FEATURES→ the rule Idea: book a discussion room 1 · Open app 2 · See free slots 3 · Reserve a slot 4 · Enter name 5 · My bookings dropkeepkeepdropkeep Pattern: works like a cinema seat picker IF a slot is taken THEN grey it out, suggest the next one

Lens 3 · Canvas box 4

Computational thinking

Think like a computer before you prompt one. Decompose the core job into steps, spot a familiar pattern, abstract away everything that does not test the hypothesis, and write the rule precisely. Each habit fills one part of the build prompt.

J. M. Wing (2006), Communications of the ACM 49(3)

Box 4 → CORE FLOW + FEATURES
We believe [user] will [behaviour] because [reason]. We’ll know when [signal]. We believewillbecauseWe’ll know when [user] [behaviour] [reason] [signal] off-campus final-year FTSM students book rooms online instead of walking in they can see free slots 2 of 3 testers book in under 30 seconds ✓ Observable in a 2-minute peer test

Lens 4 · Canvas box 3

Lean UX hypothesis

Every idea hides one assumption that can kill it. Write it as a hypothesis a test can prove wrong: who, what they will do, why, and the signal you will see. The signal must be visible in today’s two-minute peer test.

Format adapted from J. Gothelf & J. Seiden, Lean UX (2013)

Box 3 → the peer test at 11.50

03 · Generation-time playbook

Nobody watches the progress bar

A first build takes 2–5 minutes and each tweak 1–3 minutes. Run a simulated build to see what every role does while the AI works, then check the fixes for builds that misbehave.

0:00 / 3:00 (sped up)

Builder

while it generates

Writes the next prompt: one change only.

User

while it generates

Writes 2–3 test steps for this build.

Scribe

while it generates

Drafts the 20-second demo script; logs prompts.

Researcher

while it generates

Prepares sample data and app wording (RM, kolej, BM/EN).

Still generating after 5 minutes

Wait one more minute, then refresh and resubmit a shorter prompt.

First build fails twice

Paste the same prompt into a backup tool: Lovable or Bolt.new.

Same error after two loops

Undo to the last working version and split the change into smaller prompts.

Out of free credits

The next member signs in with their own account and continues from the saved prompts.

A WOW feature breaks the app after 12.06

Undo it and demo the working version. A working simple app beats a broken clever one.

04 · Thinking Canvas

Help that fades as groups grow

The canvas shows only the question. A stuck group gets the Level 2 questions first, then the Level 1 starter and example. Pick a box and step through the levels the way a mentor would.

05 · Prompt cards

The canvas writes the prompt

Each bracket comes from a canvas box. Edit the fields and the four-part build prompt assembles live; box 3 is not prompted, it becomes the peer test. Then iterate with one change per prompt.


      
Open Google AI Studio ↗

06 · Peer test & demo verdict

Measure, then score in 60 seconds

At 11.50 a tester from another group gets two minutes and no explanation. At 12.10 mentors score each speed demo on four criteria. Tap the scores to rehearse a verdict.

Peer test · 11.50 – 11.56

  1. One tester per group moves clockwise.
  2. Two minutes, no explanation from the team.
  3. The team stays silent and notes every hesitation.
  4. Ask: what is it for? Could you do the 30-second test? Would you use it again?
  5. Did the canvas box 3 signal happen? Confirmed, rejected or unclear.

Reflect · 12.25

System: what did the tester show us? User: did they behave as we believed? Hypothesis: confirmed or not, and why? Next: diverge again, or converge and build the next slice?

Speed-demo verdict · 0–2 each

0/ 8

07 · Prep

Before the bootcamp

Ticks are remembered in this browser only. Send the student message through the organisers before departure.

Message to students

FTSM Technopreneurship Bootcamp – Day 2 "AI-Powered Prototyping" (Dr Akmal)

Please prepare BEFORE leaving for Tasik Chini:
1. Bring a laptop + charger (phones alone are not enough).
2. Sign in once at aistudio.google.com with your Google account and open "Build".
3. Create a free account at lovable.dev (backup tool).
4. Bring your group's problem statement from Day 1.

Internet at the site may be limited – one phone hotspot per group is a good backup.

Plan B · no internet

Play the recorded demo. Groups sketch four phone screens on A4 and run the peer test on paper. They build the AI version tonight, 9.00–10.30 pm, and mentors check it at the 9.15 am pitch practice.

08 · Downloads & links

Print it, or run it live

Print the Thinking Canvas on A3 landscape and everything else on A4. Groups can work on paper or in MVP Studio, the interactive version of the same scaffold.

Open MVP StudioOpen the slidesPresenter console