Masterclass Curriculum · Track 0190 Minutes · Interactive Masterclass

Researching WITH Un(real) Users

Using extreme fictional personas, synthetic AI proxies, and non-human participants to break design fixation, expose critical safety blindspots, and discover universal curb-cut innovations.

Duration
90 Minutes
High-tempo 8-act structure
Core Simulation
Triad Mock Run
Researcher · User · Observer
Constraint Engine
4 Dials
Sensory, Cognitive, Power, Net
Target Output
14-Day Action
Production roadmap commit
Pedagogical Premise

The "Curb-Cut" Principle of Speculative Research

When sidewalk curbs were originally cut in Berkeley, California, they were designed specifically for wheelchair users. Yet today, 90% of people who use curb cuts are pushing strollers, wheeling groceries, or pulling luggage.

Workshop 1 applies this exact dynamic to software architecture: when you design and stress-test an interface to survive the extreme constraints of an unreal user (an orbital botanist with bulky space gloves, or a municipal sensor drone), you accidentally uncover usability simplifications that make the app dramatically more intuitive for every single median customer.

The 5 Core Learning Objectives

  • 01.Break Design Fixation: Stop designing for the self-referential "median user" by introducing counterfactual personas.
  • 02.Defeat Polite Sycophancy: Replace flattering LLM chatbots with hardened adversarial persona specifications.
  • 03.Master the 4 Speculative Dials: Dial sensory, cognitive, power, and environmental parameters to absolute extremes.
  • 04.Run Triad Simulations: Execute 4-minute rotating research interviews as Researcher, Unreal User, and Protocol Observer.
  • 05.Bridge Speculation to Agile Backlogs: Translate extreme edge-case bugs into immediate 14-day sprint roadmap action items.
The Live Facilitator Demo (Act II)

The Sycophancy Showdown: Naive AI vs. Tuned Unreal User

Standard LLM personas suffer from severe RLHF sycophancy: they praise whatever feature a researcher proposes. In Workshop 1, we contrast a standard persona with our anti-sycophantic extreme user probe.

Anti-Sycophancy Speculative Probe: "Maria · Dial 2 Max (Acute Depletion)"

Tuned Constraints: Cognitive Overload & Zero Interruption Tolerance

Actionable Edge-Case
Researcher:"We're adding an AI smart alert that pops up every evening at 8 PM asking you to categorize today's grocery expenses. Would you like this?"
Tuned Speculative Response:"Are you serious? At 8 PM my toddler is screaming and I am burnt to a crisp. If your app pings my phone with homework while I am putting kids to bed, I will disable notifications permanently. Unless you can auto-categorize it silently in the background and only ask me when I actively open the banking tab next Friday, keep your alert off my lock screen."
The Resulting Curb-Cut Innovation: The team killed the push notification entirely. Instead, they built an autonomous asynchronous reconciliation engine that batches receipts into a passive review drawer on Sunday mornings, lifting retention by 28%.
The 4 Speculative Dials (Click cards to flip)

Pushing Ordinary Parameters to Radical Extremes

In Workshop 1, triads tune at least two dials to maximum intensity. Flip each stamp card to inspect the diagnostic question and the real-world curb-cut innovation that emerged.

DIAL 01
Dial 1 · Physical Interaction Limits

Sensory & Physical Affordances

Extreme Dial Settings:
Zero visual acuity (Screen reader or auditory haptics only)
Sub-zero arctic mittens / heavy industrial gloves (no micro-taps)
High-vibration moving ambulance/orbital transit (erratic taps)
Click to reveal Curb-Cut
Diagnostic Probe01 / 04

"Can the primary user action be completed blindfolded in under 4 seconds with zero audio feedback?"

Transferable Curb-Cut:

Transforms mobile touch targets from tiny 24px icon links into robust, thumb-friendly 48px hit areas that benefit hurried one-handed commuters.

Click to flip back
DIAL 02
Dial 2 · Attention & Working Memory

Cognitive Bandwidth & Stress

Extreme Dial Settings:
Acute panic state (emergency responder, system alert meltdown)
Severe sleep deprivation (48hr neonatal ICU nurse shift)
Extreme ADHD / cognitive fragmentation under continuous alarms
Click to reveal Curb-Cut
Diagnostic Probe02 / 04

"Does your interface demand memory retention between steps, or does it make system state permanently visible?"

Transferable Curb-Cut:

Eliminates hidden multi-step dropdown state; replaces dense modal popups with persistent, glanceable status summaries for exhausted everyday users.

Click to flip back
DIAL 03
Dial 3 · Autonomy & Coercion

Power & Social Dependency

Extreme Dial Settings:
Surveilled domestic partner with shared phone credentials
Prisoner / inmate kiosk with hostile administrative audits
Subcontractor forced to install mandatory employer spyware
Click to reveal Curb-Cut
Diagnostic Probe03 / 04

"Does your app leave traceable breadcrumbs, push notifications, or cache sensitive queries in unencrypted device history?"

Transferable Curb-Cut:

Produces zero-trace incognito modes, instant exit panic triggers, and granular privacy controls that protect vulnerable users across all demographics.

Click to flip back
DIAL 04
Dial 4 · Infrastructure & Context

Environmental & Network Conditions

Extreme Dial Settings:
Subterranean metro transit with 90-second dark tunnels
Direct desert sunlight with 10,000 lux screen glare
Astronomical packet latency with 60% packet drop rates
Click to reveal Curb-Cut
Diagnostic Probe04 / 04

"What happens when a checkout payload takes 18 seconds to acknowledge? Does the button re-enable and charge twice?"

Transferable Curb-Cut:

Forces strict idempotent API handshakes, optimistic local UI state reconciliation, and bulletproof offline draft queues.

Click to flip back
The 90-Minute Master Schedule

The 8 Acts of Workshop 1

A high-tempo pedagogical journey transitioning from initial theoretical provocation to hands-on triad roleplay and concrete Q3/Q4 backlog commitments.

Act I · 00:00 – 00:10Duration: 10 Minutes
All attendees in plenary pair-share

Provocation & The Icebreaker

Objective: Unmasking the Elastic User

Welcome and framing. Participants share one imagined "unreal" persona (e.g. a time-traveling archivist, an orbital drone handler). The facilitator demonstrates how conventional research over-indexes on median users and ignores systemic blindspots.

Tangible Deliverable

Verbal archetype callouts & initial unconstrained friction prompts

Facilitator Stage Tip

Call out: "Unreal users are not science fiction escapism—they are high-contrast diagnostic probes for real software debt."

Exemplar Speculative Personas (Act III)

Grounded in Authentic Needs, Pushed to Extreme Limits

Unreal personas are not whimsical caricatures. They are designed as ruthless stress-tests for system blindspots. Explore three fully authored workshop exemplars.

Dr. Elena Rostova

Orbital Botanist & Hydrology Specialist

"When an alert sounds, I have three seconds before hydroponic pressure drops, and my hands are inside pressurized containment gloves."

Nexus-09

Municipal Canopy Drone / AX Entity

"I do not care about the visual elegance of your button. Return HTTP 429 with a Retry-After header or I will exhaust my reserve battery."

Clara

Underground Metro Track Inspector

"It is pitch dark, diesel exhaust is everywhere, and an oncoming train gives me exactly 12 seconds to clear the rails."

Commercial Space Station / Agritech

Dr. Elena Rostova

Orbital Botanist & Hydrology Specialist

Exemplar CanvasA3 Workshop Artifact
"When an alert sounds, I have three seconds before hydroponic pressure drops, and my hands are inside pressurized containment gloves."
Ontological World & Reality

Low-Earth Orbit orbital greenhouse. Zero-G environment, intermittent communications blackout windows, high-stakes biological survival systems.

Fatal Constraint (Non-Negotiable)

Cannot use standard multi-touch capacitive swipe gestures or rely on persistent internet connectivity.

Active Speculative Dial Settings:
Dial 1 (Physical): Pressurized 3-layer gloves (no capacitive micro-touch)
Dial 4 (Network): 45-minute communication blackout intervals with Earth servers
The 45-Second Table Pitch Formula (Act IV)

"Our persona is Dr. Elena Rostova, an orbital botanist in microgravity. Her fundamental need is maintaining plant life-support, but her fatal constraint is bulky pressure gloves and intermittent sync, which causes current SaaS dashboards to fail because they demand high-precision mouse clicks and constant cloud handshakes."

The Transferable Curb-Cut Payoff (Commercial ROI)

Forced the design of high-contrast physical keyboard shortcuts and local-first offline optimistic state—adopted universally by field agronomists working in remote offline farm valleys.

Proven Industrial Impact

Two Proven Case Studies: From Unreal Probes to Real ROI

Examining real software products that transformed their core usability by testing with extreme unreal user proxies.

Case Study A · Healthcare & Emergency Response

Tenzing: The Himalayan Mountain Rescue Medic

The Extreme Persona Probe: An alpine rescue medic operating at 18,000 feet in sub-zero whiteout blizzards, wearing three-finger thermal mittens, with battery life dying from the cold.

The Usability Breakdown:

The standard medical app required smooth two-finger pinch-to-zoom and low-contrast grey typography that washed out completely under alpine snow glare.

The Commercial Curb-Cut:

The engineering team eliminated pinch-to-zoom in favor of physical volume-button increments and high-contrast OLED amber mode. Six months later, this exact interface was adopted in surgical ICU suites where doctors in sterile gloves could not use touchscreens.

Case Study B · B2B Enterprise & Autonomous AX

AutoProcure-7: The Machine Procurement Buyer

The Extreme Persona Probe: An autonomous LLM procurement agent budgeted to spend $400,000 monthly purchasing commercial server racks without human visual oversight.

The Usability Breakdown:

When stock ran out, the e-commerce checkout displayed a pretty HTML modal banner: "Oops! Check back soon!". The autonomous agent interpreted this 200 OK HTML payload as a completed order, leading to broken supply contracts.

The Commercial Curb-Cut:

The team engineered strict deterministic RFC-7807 JSON error responses with explicit machine retry headers. This agent-native protocol enabled $12M in programmatic machine-to-machine checkout volume the following fiscal year.

Tactile Academic Lineage

The Reading Pile & Theoretical Foundations

Hover a book spine to examine how classical HCI, speculative design fiction, and cutting-edge 2026 AI research ground every exercise.

Act II: Theoretical Lineage & Cooper Foundations1999

The Inmates Are Running the Asylum

By Alan Cooper

Origin of Personas as qualitative archetype constraints designed to stop engineers from inventing "elastic users".

Workshop Payoff:

Tuning personas to extreme boundaries stress-tests UX before production.

Scholarly Source

Ready to Run Workshop 1 with Your Team?

Access the interactive participant workbook with real-time saving and PostgreSQL sync, or download the turnkey facilitator guide and A3 canvas templates.