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Science, technology, safety & privacy

A story on the surface.

A system underneath.

The research that informs MyWhatIf, the mechanisms we are designing around, and what we are actively testing.

01

The human problem

Trauma changes prediction. Danger feels more likely, possibility feels less real, and the future becomes harder to imagine.

This is the part of trauma that measurement and treatment reach least often. PTSD and depression affect how people see themselves, interpret the present, and imagine what is ahead. People living with PTSD often find it harder to construct positive future scenarios at all, and that difficulty tracks with symptom burden.

The question we are working on

Can the capacities involved in imagining and moving toward a possible future be deliberately activated?

Everything below is organized around it: what the literature establishes, what we hypothesize, and what our research program is testing.

02

The science of possibility

MyWhatIf works to strengthen Hope — goals, pathways and agency — while also working with Purpose and Meaning: why a future matters enough to pursue. In the research these are not moods. They are capacities with structure, and hope has been studied as such for decades.

In Snyder's hope theory, hope is not optimism. It is directed at a goal, a future worth wanting, and combines pathways thinking, the ability to identify routes toward that goal, with agency thinking, the belief that one can act on them. That is why our first two targets are inseparable: agency is a component of hope as the literature defines it, not a second virtue added beside it. Purpose, why a future matters, is a separate construct that we also work with.

Evidence · strongest
Hope

A different future can feel possible.

Hope has been identified as a protective factor associated with greater resilience and lower PTSD symptoms, and in trauma-focused treatment both baseline hope and gains in hope have predicted symptom reduction.

Evidence · via hope science
Agency

I can influence what happens next.

Agency thinking is one of the two components of hope in Snyder's model, and choosing one's own question is itself an exercise of it. Its independent relationship to trauma outcomes is less directly established.

Evidence · least direct
Purpose

There is something worth moving toward.

Meaning and purpose sit at the center of post-traumatic growth research and of narrative approaches to recovery. We include purpose because a future has to be worth moving toward, and we are honest that our evidence for it is the least direct of the three.

We would rather show the asymmetry than manufacture symmetry.

Our metaphor

The Hope Switch

The metaphor is a switch. The biology is a network.

There is no hope center in the brain and no switch. The Hope Switch is our metaphor and our hypothesis, not an established mechanism. We keep the word because it makes one idea graspable to someone who is not a neuroscientist: a capacity that has gone quiet is a capacity, not a character flaw.

What sits under the metaphor is a set of interacting systems implicated in episodic future thinking, self-referential processing, valuation, goal-directed cognition, motivation, emotion regulation and meaning. Imagining a future and remembering a past recruit overlapping networks, which is part of why trauma can affect both.

A distributed system

No single center. The brain's prediction model is based on multiple interacting systems involved in future-oriented thinking, regulation, motivation, purpose and meaning.

Our hypothesis

That repeated, personalized narrative experience can help re-engage this capacity of hope and future thinking, and that the change shows up in validated measures. Proposed, not yet demonstrated in RCTs. It is what the trials exist to test.

Design framework

Predictive processing

The brain continuously predicts what comes next. MyWhatIf is designed around that idea.

Predictive processing is the framework we use to decide what the intervention should try to do. It is a design framework. It does not show that MyWhatIf works. Four registers keep what is known, what we propose, what we built and what we are testing apart.

Known · from research

The brain predicts what comes next.

The brain continuously predicts what comes next and updates those predictions against what it senses. Remembering the past and imagining the future draw on shared neural systems. Computational accounts of PTSD and depression describe prediction becoming more threat-focused, and PTSD is associated with a harder time imagining positive futures.

Our thesis · hypothesis

Threat can crowd out possibility.

When prediction becomes dominated by threat, desirable future states may become harder to represent as emotionally possible. This is our proposal, built on the research in the first register. It has not been demonstrated.

What MyWhatIf does · design

A believable alternative future to engage with.

Personalized narrative simulation is designed to give a person believable, personally meaningful alternative futures, concrete enough to step into. The person asks the question and can accept, reject or reshape what comes back.

What we are testing

Whether repeated engagement changes anything.

Whether repeated engagement improves hope, agency and emotional regulation, and clinically meaningful outcomes such as PTSD symptoms, how durably, and for whom. The studies in detail →

The theory tells us where to aim. Only the studies can tell us whether the aim lands.

03

Operationalizing the science

A literature is not an intervention. Turning one into the other means deciding what to understand about a person, what to offer them, what to measure, and what to refuse to do.

What if language is a code that can help us understand the person?

Language is the human operating system. Every person runs on a unique internal code.

Human Code is our living model of that code. It begins with the person, not the prompt, and it deepens session by session as the person responds. If those patterns can be understood, an intervention can respond to the individual rather than the average. That is the design ambition MyWhatIf operates from.

Nine dimensions
01
Language
02
Beliefs
03
Memory
04
Values
05
Identity
06
Relationships
07
Protective patterns
08
Imagination
09
Future

We use the language of code because it makes one idea legible: a pattern that keeps producing the same output can be examined and changed. People are not software, and the metaphor stops where the person begins.

Human Code · HERS · BNO · Safety layer

Understanding the person, before writing to them.

Human Code

The evolving model of the person, described above across nine dimensions. It deepens session by session. Today it is built from text and voice. Video, facial-expression and behavioral signals are in development and are not deployed as a current participant measurement input.

HERS

The Hero's Emotional Relationship Structure: a non-generative control and prediction layer. It reads a Hero's Human Code, determines the trajectory, and bounds what kind of narrative movement is appropriate now, so personalization holds across a whole arc rather than a single reply.

BNO

The Basic Narrative Ontology: the narrative-generation component. It operates inside the bounds HERS sets and produces candidate narratives, rather than deciding on its own where a story goes.

Safety layer

Scores candidate narratives before delivery.

HERS decides the trajectory; BNO writes within its bounds; a safety layer scores every candidate.

The platform as a whole is not non-generative. Generative AI operates inside a non-generative control architecture. None of it requires a person to relive the traumatic event.

Human Code · frameworkDesign basis · in development
HERS · architectureTesting
HERS · predictive performanceTesting
Current observationsObserved
BNO-controlled generationTesting
Safety layer · scoringTesting
HERS

Understanding the individual rather than the average.

Human Code describes why every person is different. HERS is how MyWhatIf responds to that difference.

Personalization that holds across a whole arc rather than a single reply. What HERS allows is the part that matters here; how it is engineered is proprietary, and publishing it would not make the case more credible.

Generation is not the intervention.

Open-ended AI chat
Prompt → generated response
MyWhatIf
Person → structured inputs → Human Code · HERS → BNO candidates → safety scoring → experience → reflection → integration → feedback loop

A model can write the language. It does not get to decide the trajectory.

In an open-ended chatbot, the model that writes the prose effectively decides where things go next. MyWhatIf is built the other way round: generation is separated from control. Language models do specific jobs, and what kind of narrative movement is appropriate for this person now is determined outside them, by our own understanding of the Hero together with separate personalization, prediction, safety and feedback mechanisms.

It is also what distinguishes MyWhatIf from therapy-oriented bots, which use conversational technology to deliver, guide or support an established therapeutic framework. Here, generative AI sits inside a purpose-built narrative intervention architecture organized around understanding the individual, future possibility, hope, agency and purpose, personalized narrative simulation, participant response, measurement and controlled adaptation. AI is used to understand emotional and narrative patterns, to personalize the intervention and to support measurement.

01
The person's own WHAT IF question
02
Human Code · HERS
03
Structured intervention logic
04
Personalized narrative simulations
05
Participant response and rating
06
Measurement
07
Safety architecture
08
AI · constrained function
Measurement

Designed to be measured, not to be liked.

Observed

An early single-arm proof-of-concept cohort reported lower PTSD symptoms and increased hope, agency or motivation. Self-report, no control group, no longitudinal follow-up. Early signal, not proof.

Now

Controlled studies with academic and clinical partners, at different stages and listed with their status on the projects page. A Clinical Development Board guides the work, with safety governance, risk management and quality systems built alongside it.

Testing

Whether the intervention safely produces meaningful, durable change in these measures, and for whom.

We don’t stop at whether it felt good. We ask whether anything changed.

Measurement was designed in from the start, using validated instruments rather than instruments of our own: the PCL-5 for PTSD symptoms, the Snyder Hope Scale for hope, and the ACE questionnaire for adverse childhood experience. A subset of participants may take part in fMRI substudies examining neural changes associated with narrative reframing. We optimize for outcomes, not engagement, not screen time, not profit.

Level 1 · intervention and design targets

What the intervention is designed to move: hope, agency, and purpose or meaning, with future thinking and emotional regulation as applicable to a given study.

Level 2 · institutional outcome reporting

How outcomes are reported across the program: Hope & Agency; Mental Health; and Forward Movement, which covers action, function, connection, future orientation and goal pursuit. How outcomes are counted →

LIMITATION: HOPE, AGENCY AND PURPOSE ARE DESIGN TARGETS. CHANGE IN THEM IS NOT PROOF OF A CLINICAL OUTCOME.

A regulatory pathway is part of this work rather than a precondition for it. MyWhatIf can be offered as a non-clinical hope intervention where that is appropriate, and we are building evidence toward potential FDA authorization and reimbursement. Authorization has not been granted, and it is not assumed.

Safety architecture

Your story should remain yours.

Safety here is a design constraint, not a disclaimer. It shapes what the system is allowed to do, and it stretches beyond the model to clinical judgment, privacy, and the human beings around the platform.

Safety is not something we expect AI to provide alone.

AI safeguards ≠ clinical escalation ≠ crisis response ≠ peer & community support

Four distinct dimensions. They interact. They are not interchangeable.

01
Clinical safety

Risk detection, contraindications and clinical oversight.

A Clinical Development Board of trauma-recovery clinicians and researchers challenges assumptions, methodology and clinical direction. Studies run with academic and clinical partners under the appropriate IRB structures. Contraindications and escalation are defined, not improvised.

Observed · governance in place
02
AI / model safety

Bounded generation, testable limits.

The experience is a defined intervention with a defined shape, which is what makes it reviewable. HERS, a non-generative control layer, bounds what the narrative can become. BNO creates candidate narratives within those bounds, and a safety layer scores each candidate before delivery. The system does not require anyone to relive or recount the traumatic event; avoiding unnecessary re-exposure is a principle the Foundation was built on.

Testing · safety envelopes under evaluation
03
Privacy and data boundaries

Consent, minimization, control.

MyWhatIf is HIPAA compliant. You can see what is held about you and ask us to delete your data when you are done. Sensitive information is separated, access is controlled, and privacy and cybersecurity are funded workstreams, not afterthoughts.

Observed · HIPAA compliance, funded workstream
04
Human support, escalation and community

Around the platform, not inside it.

Human review when needed, escalation to appropriate professional and crisis resources, and pathways to peer and community support where appropriate. Peer support is not clinical care, and neither is emergency care. MyWhatIf is not emergency care; anyone in immediate danger needs local emergency services.

As part of the human-support layer, MyWhatIf is developing pathways for situations in which technology should not be the only response. A formal crisis-response pathway is in place, supported by a safety protocol developed with the Clinical Development Board and Dr. Ziv Ben-Zion, alongside peer/community pathways with STAR Network Foundation, a peer-support and suicide-prevention collaborator. How the crisis pathway works → Programs such as TAR Anon and Caregiver Connections illustrate the peer/community infrastructure this collaboration draws on.

Peer & community pathways · with STAR Network Foundation Formal crisis-response pathway · in place
Safety, privacy and data practices → Ecosystem collaborators →
Efficacy boundary

Clinical efficacy is being evaluated and has not yet been established.

The boundary between what is known and what we hope is the most important line on this page.

Known from research
Hope, agency, pathways thinking, narrative identity, meaning-making and future-oriented cognition each have established research literatures.
Remembering the past and imagining the future draw on overlapping brain networks, and trauma is associated with impaired positive future simulation.
Structured narrative processing of traumatic stress has been evaluated in review and meta-analysis.
What MyWhatIf is testing
Whether a personalized narrative intervention can reliably activate the capacities it targets.
Whether those changes correspond with meaningful improvement in trauma-related outcomes: emotional, mental, and physical (i.e chronic conditions, pain, fatigue).
For whom it may help, under what conditions, and how durably.
Whether voice, language and future multimodal signals can contribute to reliable objective measurement of emotional and mental-health states. This is research only. It is not currently used for diagnosis, and video, facial and behavioral signals are in development, not deployed as a current participant measurement input.
Go deeper
01
See what we’re testing

Studies, sites, partners and status.

Explore projects →
02
Explore the evidence

What we measure now, and what we are working to demonstrate.

See the impact →
03
Research or implementation partnership

For researchers, health systems, universities and AI teams.

Partner with us →
I want to experience MyWhatIf

Learn about opportunities to take part through our studies and partner programs.