Professional workshop series on speculative UX research methods for emerging technologies and human-AI interaction.
Two complementary approaches to UX research at the edge of human and machine interaction
Using extreme fictional personas, synthetic AI proxies, and non-human participants to stress-test assumptions, uncover system blindspots, and break design fixation.
Designing empirical research studies, diegetic prototypes, and testing environments aimed at emerging target entities (future humans, autonomous AI agents/AX, and extreme contexts).
Complementary approaches for comprehensive UX research
UX professionals seeking to expand their research methodologies for emerging technologies
Learn cutting-edge methodologies to research technologies that don't yet exist or are in early adoption phases.
Gain insights into how users might interact with future products and AI agents before investing in development.
Develop research strategies for emerging technologies and ethical considerations in human-AI interaction.
Choose the format that best fits your team's schedule and learning objectives
Ideal for:
• 90-minute session
• Focus on either Workshop 1 OR Workshop 2
• Immediate applicability to current projects
Schedule:
• Ideal for annual design team retreats
• Innovation summits
• Strategic discovery sprints
Timeline:
• Product squads working on generative AI
• Autonomous features
• Frontier tech
• Multi-year horizon planning
Comprehensive toolkits and resources to apply learned methodologies immediately
Complete logistics, communications, facilitation guides, and evaluation toolkits for running successful workshops.
Using extreme fictional personas and synthetic AI proxies to stress-test assumptions and uncover system blindspots.
Create an extreme fictional persona to test your product's limits
15 Mins
Define your persona's identity, ontological context, and underlying authentic human need.
Define your persona's non-negotiable constraint, primary goal, and fatal frustration
Craft a compelling narrative about your persona using the provided template.
Practice interviewing your unreal user in a triad format
15 Mins
Three 4-minute rounds where each member takes turns as researcher, unreal user, and observer
Analyze your interview findings and identify biases
10 Mins
Identify what broke in your product during the unreal user interviews
Check for artificial politeness, lazy caricatures, and determine what real-world data would validate findings
Find design changes that work for extreme personas AND improve experience for everyday users
Commit to applying what you learned in your regular work
Ongoing
"I commit to introducing one extreme speculative persona probe into our upcoming [SPRINT/REVIEW] to stress-test our assumptions regarding [AREA OF FOCUS]."
Designing empirical research studies and diegetic prototypes for emerging target entities like future humans and autonomous AI agents.
Create a comprehensive research brief for your target entity
15 Mins
Define your entity's name, substrate, affordances, and motivation
Establish the time horizon, environmental realities, and key scarcities in your entity's world
Formulate your primary research question and identify catastrophic failure modes to prevent
What artifact, screen, API endpoint, or object will you place in front of your target entity?
Select the best method to reveal your target entity's friction points
8 Mins
Explain why your chosen method best reveals your target entity's friction points
Document your speculative practice run observations
12 Mins
Assign roles for Lead Researcher/Wizard, Target Entity, and Silent Protocol & Friction Logger
Document unexpected breakdowns, unexamined human assumptions, and emerging ethical/systemic risks
Translate speculative findings into actionable business roadmaps
10 Mins
| Horizon | Strategic Timeframe | Actionable Finding / Next Step | :--- | :--- | :--- | **Horizon 1** | **Now (0–12 Months)** | What immediate bug, error handling gap, or mobile fragility did this reveal? | **Horizon 2** | **Next (1–3 Years)** | What machine-readable API, offline sync, or trust architecture must we prototype next year? | **Horizon 3** | **Future (3–5 Years)** | What regulatory change, privacy challenge, or societal impact will define our field? | ||||
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Commit to preparing your organization for emerging target entities
Ongoing
"I commit to authoring one Speculative Research Brief or AX Usability Standard for [TARGET AREA] to prepare our product team for the arrival of [TARGET ENTITY]."
Access the complete workshop toolkits and start researching the future of human-AI interaction today.
Workshop materials are available for immediate download. For custom implementations or private team sessions, please reach out to discuss your specific needs.