Research Partnership →

Preparation for the encounter
that cannot be simulated

A voice-based training tool for psychotherapy programs—built on the premise that human relationship is irreplaceable, and that preparation can make clinicians more present when it matters.

For training programs in psychodynamic, relational, humanistic, experiential, and integrative approaches.

Join the Research Partnership
Your trainees arrive at their first clinical hours with coursework, observation, and perhaps personal therapy—and no lived experience of sitting with a patient's suffering, defenses, and demands for help.

The consequence is familiar to every supervisor: trainees spend their first months managing their own anxiety rather than attending to the patient.

The patient—a real person who came seeking help—becomes the training ground for the trainee's developmental needs.

The Anteroom exists to reduce this burden.

Not to simulate therapy. Not to replace supervision. Not to train technique. To reduce the shock of first contact so clinicians can be more present when it matters.

Full-duplex voice changes what's possible.

Until recently, voice AI forced a choice: natural conversation or customizable content. Full-duplex speech models dissolve this constraint—and create possibilities for clinical training that didn't exist twelve months ago.

Traditional Voice AI

Half-duplex: strict turn-taking. The system listens, then speaks, then listens. Interruption breaks it. Silence is just waiting.

  • 500-800ms response latency
  • No overlapping speech
  • Interruption causes errors
  • Robotic conversational rhythm
  • Silence = system processing

Full-Duplex Architecture

Simultaneous listening and speaking. The model attends to your voice while producing its own. Conversation flows like conversation.

  • Sub-200ms turn-taking latency
  • Natural interruption handling
  • Backchannels and overlaps
  • Human conversational rhythm
  • Silence as communicative act
Interruption becomes data

When you interrupt the simulated patient, they respond—trailing off, pushing through, going silent. Your impulse to interrupt, and what happens next, becomes material for reflection.

Silence has presence

In full-duplex interaction, a pause is not the system waiting. It's a patient not speaking. The phenomenological pressure to fill silence—the pull toward premature interpretation—can be experienced, not just described.

Rhythm carries meaning

The pace at which a patient approaches and retreats from vulnerable material, the acceleration before dissociation, the slowing that accompanies genuine contact—temporal patterns that are invisible in text and impossible in half-duplex.

Real-time attention required

No re-reading. No pause button. The trainee must track, hold, and respond in the moment—the cognitive demand of actual clinical work, available for the first time in simulation.

Current Capabilities

~170ms
Smooth turn-taking latency
~240ms
Interruption response
Open
Model licensing (MIT/Apache)

Clinical listening is auditory.

Reading case descriptions is categorically different from hearing them. The information that matters for relational therapies—tone, rhythm, hesitation, affective texture—is carried in voice. Text cannot represent it. Trainees need practice perceiving it.

Paralinguistic texture

The controlled minimization of avoidant attachment. The pressured urgency of anxious relating. The flatness of shutdown. The fragmentation near dissociation. Heard, not described.

Prosodic patterns

Intellectualization sounds a particular way—measured, affect-absent. Somatization has its texture. Defense is audible before it's nameable. Trainees develop ears for patterns.

Somatic response

Even knowing the patient is simulated, the body responds—with tension, protectiveness, withdrawal, boredom. These responses are data about the trainee's relational patterns.

What this is. What this isn't.

The Anteroom provides

  • Perceptual exposure to clinical presentations—heard, not merely read
  • Practice attending to paralinguistic cues in real conversational time
  • Structured reflection that surfaces the trainee's own responses
  • Vocabulary development for articulating observations in supervision
  • Experience of conversational pressure, silence, and interruption dynamics
  • Material that becomes content for supervisory discussion

The Anteroom does not claim

  • To simulate intersubjective encounter or "real" relationship
  • To produce authentic countertransference
  • To evaluate interventions as correct or incorrect
  • To replace any component of supervised clinical training
  • To simulate therapeutic change, "progress," or cure
  • To work for manualized or protocol-driven approaches

Building what works. Researching what might.

Rather than promising a complete system, we're developing in tiers—validating each level before committing to the next. Full-duplex conversation is the aspiration; we build toward it through stages that are useful on their own.

Tier One In development

Audio Case Library

Curated clinical vignettes with structured reflection exercises and supervisory discussion guides. High-quality voice synthesis, clinically validated presentations. Addresses perceptual exposure and vocabulary development. No interaction—but buildable and validatable now.

Tier Two Planned

Branching Dialogue

Interactive vignettes with choice points. The trainee listens, then selects or speaks an intervention; the patient's response branches accordingly. Active practice with clinical decisions, consequences visible. Proven interaction model, achievable with current technology.

Tier Three Research phase

Full-Duplex Conversation

Free-form spoken conversation with clinically coherent simulated patients. Natural interruption, silence, and rhythm. The full phenomenology of clinical encounter—minus the irreducible fact of another subject. This tier requires research: can current models maintain characterological consistency across extended interaction? We intend to find out.

We're looking for programs willing to help us find out if this works.

This is not a product launch. It's an invitation to collaborative inquiry with training programs that share our premises about what matters in clinical education.

Partner programs help shape what gets built, participate in validation studies, and contribute clinical expertise that no technology team possesses alone. In return: early access, influence over development direction, and co-authorship on research publications.

We're particularly interested in: Psychoanalytic institutes. Doctoral programs in clinical and counseling psychology. Postdoctoral fellowships. Advanced psychotherapy training programs. Programs with strong supervisory cultures and interest in educational innovation.

1

Validation

Do experienced clinicians recognize these presentations as clinically coherent? This question is answered before development commits resources.

2

Pilot

Deployment with incoming trainee cohorts. Mixed-methods evaluation of anxiety reduction, perceptual development, and supervisory engagement.

3

Evidence

Decision gates at each phase. If the evidence says stop, we stop. Informative failure is still contribution to the field.

The anteroom is a modest space.

You pass through it on the way to somewhere more important. It doesn't need to be grand. It needs to be useful.

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