The Architecture
Fifty years of clinical psychology.
Built into every conversation.
Your Unslaive profile isn't a quiz result. It's a living, five-tier psychological architecture that continuously integrates what you say, what you avoid, and how you change — modeled on how human memory and belief systems actually work.
The Problem
Most coaching tools treat you like a survey.
They capture a snapshot, hand you a label, and call it insight. But human psychology doesn't work that way. Your patterns didn't arrive fully formed — they were built, reinforced, and buried across decades of specific experiences.
Understanding you requires a model with memory: one that can hold specific life events, abstract them into beliefs, track the behavioral strategies you use to cope, and map how those interact with other people. That's what we built.
Schema Therapy
Young, Klosko & Weishaar, 2003
Clinical FrameworkObject Relations Theory
Kernberg, 1984 — Transference-Focused Psychotherapy
Personality StructureCBT Case Conceptualization
Padesky & Kuyken — 5 Ps Model
Formulation MethodDigital Phenotyping
Torous et al., 2017 — Harvard Medical School
Computational PsychiatryAI Memory Architecture
Supermemory, Cortex-Mem — NeurIPS 2024
AI ResearchCognitive Foundation
Your mind stores things in layers.
So does your profile.
Neuroscience established that human memory operates across three distinct but interdependent systems. This isn't metaphor — it's the consensus of cognitive psychology, and it's the skeleton of how Unslaive stores what it learns about you.
What happened
Time-anchored, context-rich memories of specific events. "The afternoon my manager dismissed my work without reading it." These are the raw material — the source data for everything else.
- Life events you share
- Intake answers
- Experiment reflections
- Daily check-ins
What you believe to be true
Generalized knowledge abstracted from repeated episodes. "Showing ambition makes people resent me." This is where your core rules live — beliefs so internalized they feel like facts.
- Core beliefs
- Conditional rules
- Schema patterns
- Self-concepts
What you do without thinking
Automatic behavioral responses so deeply habitual they run below conscious awareness. "I leave every social event early." These are the patterns you enact before you know why.
- Coping strategies
- Default reactions
- Avoidance patterns
- Override experiments
The critical finding from neuroscience: These systems aren't separate silos — they're mutually constitutive. Semantic beliefs shape how new episodic memories are encoded (you'll remember the bad feedback, not the compliment, because "Failure" is your active schema). New episodic experiences, when powerful enough, can update semantic beliefs. This bidirectional causality is exactly why behavioral experiments — not just insight — are required to actually change.
Profile Architecture
Five tiers. Each one goes deeper
than anything that came before.
Your profile isn't a flat document — it's a stacked architecture. Each tier captures a different depth of who you are and why you do what you do.
Episodic Layer
Your story, verbatim
Every answer you give, every reflection, every reaction — stored with timestamp, emotional valence, and intensity. Searchable by meaning (not just keywords) using vector embeddings. When an expert analyzes you, they retrieve the most relevant moments from this layer.
Stores
- Intake answers
- Daily micro-responses
- Experiment reflections
- Spontaneous shares
Retrieval
Semantic + full-text hybrid search — surfaces the right memories at the right moment
Semantic Layer
What you believe
Core beliefs and conditional rules extracted from patterns in your story. "If I show ambition, people will resent me." Each belief is tracked over time with a strength score that decreases as behavioral experiments accumulate contradicting evidence.
Stores
- Core beliefs (self, others, world, future)
- Conditional "if-then" rules
- Schema classifications mapped to clinical taxonomy
- Belief strength history
Retrieval
Structured storage with change tracking — belief evolution is as important as the belief itself
Procedural Layer
What you do automatically
Behavioral patterns and coping strategies — the automatic moves you make before conscious awareness. Classified using Schema Therapy's Mode Model (Surrender, Avoidance, Overcompensation) and linked to the core fears they protect.
Stores
- Coping mode classification
- Specific behavioral manifestations
- Trigger situations and emotions
- 7-day experiments + outcomes
Retrieval
Pattern matching against known coping mode taxonomy — connects behavior to underlying schema
Relational Layer
How you show up with others
Object relation dyads extracted from how you describe relationships. Based on Kernberg's Transference-Focused Psychotherapy model: every significant relationship carries a self-representation, an other-representation, and the affect binding them. "Incompetent child / Critical authority / Shame+Fear."
Stores
- Self-role and other-role representations
- Relational affect
- Split dynamics (idealized vs. persecutory)
- Integration status over time
Retrieval
Dyad analysis across all relational narratives — identifies the transferable pattern beneath specific people
Meta Layer
The full clinical picture
The apex synthesis layer — a structured 5 Ps formulation (Predisposing, Precipitating, Perpetuating, Protective, Presenting) plus readiness-for-change scoring, insight level, and a longitudinal vector of who you were vs. who you're becoming.
Stores
- 5 Ps formulation (Padesky & Kuyken model)
- Readiness-for-confrontation index
- Insight level (pre-contemplative → maintenance)
- Archetype + attachment style
- Progress timeline
Retrieval
Council synthesis — integrates all 8 expert outputs into one coherent, version-controlled snapshot
The Expert Council
Eight lenses. One picture.
Each expert runs an independent analysis of your data — like a multi-disciplinary clinical team, each seeing something the others might miss. The council then forces consensus, surfacing conflicts, and producing a single coherent profile update.
Behavioral loop analyst
Identifies the repeating structure across all your situations — the common thread you don't see because you're inside it.
→ Procedural Layer
Anxiety cartographer
Surfaces the core fear that's actually driving the pattern. Not "I'm afraid of failure" — the specific terror beneath that.
→ Semantic Layer
Hidden capacity detector
Locates the genuine strengths buried in the very patterns holding you back. The same rigidity that creates the cage also built the skills.
→ Meta Layer (Protective)
Drive source analyst
Distinguishes what genuinely moves you from what you've been told should move you. Authenticity vs. internalized expectation.
→ Semantic Layer
Core schema identifier
Maps the specific core beliefs and early maladaptive schemas active in your case. Classified against the 18 EMS taxonomy from Schema Therapy.
→ Semantic Layer (Deep)
Obstruction analyst
Catalogs what specifically blocks movement — not vague resistance, but named coping modes and avoidance strategies with their functions.
→ Procedural Layer
Authentic want detector
Separates what you truly want from what looks like you should want. Confronts the gap between stated goals and revealed preferences.
→ Meta Layer (Presenting)
Micro-shift tracker
Detects and documents genuine movement — however small. The counter-weight to the system's confrontational pressure: evidence you can change.
→ Meta Layer (Timeline)
The Council's function: When experts disagree — and they often do — a conflict detection system surfaces the contradiction explicitly. Rather than hiding uncertainty, Unslaive stores it, tracks it over time, and resolves it as new data accumulates. Your profile becomes more accurate as you interact, not just more detailed.
AI Innovation
Where clinical psychology meets
the bleeding edge of AI research.
The psychological frameworks above are established. The AI implementation is not. Three research frontiers are powering how Unslaive processes and retrieves what it knows about you.
Digital Phenotyping
Torous et al., Harvard Medical School — npj Digital Medicine
"Moment-by-moment quantification of the individual-level human phenotype using data from personal digital devices."
Applied to mental health, digital phenotyping predicts clinical episodes from behavioral patterns with >80% accuracy — without a single therapy session. Unslaive applies this logic to your interaction patterns: response timing, engagement depth, the topics you avoid vs. return to, and how your language changes over time.
Hybrid Memory Retrieval
NeurIPS 2024 — Long-Term Agent Memory Systems
"Winners combine vector embeddings + temporal metadata + structured facts — hybrid search outperforms pure vector by 15–30%."
When an expert analyzes you, it doesn't just run a semantic similarity search. It combines meaning-based vector search with exact phrase matching, temporal filters (how long ago, how recent), and metadata tags (which expert flagged this, what emotional state you were in). The right memory surfaces, not just a plausible one.
Personality Computing
Qian et al., 2024 — "Personality Brain" LLMs
"A generative LLM fine-tuned to function as an interactive Personality Brain — integrating predictive analysis with generative dialogue."
Recent breakthrough work shows RoBERTa fine-tuned on life narratives predicts Big Five personality traits at r = .40 (large effect in psychometrics). More importantly: longitudinal per-user models vastly outperform population-level models. Unslaive builds a model of you — not a model of people like you.
Clinical Frameworks
The psychological vocabulary
your profile speaks.
When your experts analyze you, they're working inside established clinical frameworks — translated into AI-accessible language. Here's the taxonomy.
How you operate in any given moment
Schema modes are temporary but powerful states that people cycle through. Knowing which mode is active explains behavior that looks irrational from the outside.
Vulnerable, Angry, Impulsive, Undisciplined, Happy. Core emotional states tied to unmet needs — the original wound.
Demanding/Critical, Punitive. Internalized voices from caregivers — now they live inside your head.
Surrender, Avoidance, Overcompensation. The strategies you use to avoid triggering the child modes.
The goal. An integrated, functional state that can hold all the above without being hijacked by any.
The deep beliefs that organize your life
Developed by Jeffrey Young, these 18 schemas represent the most clinically validated taxonomy of core limiting beliefs. Your profile maps identified beliefs against this framework — so your pattern has a name, a literature, and a treatment path.
The clinical picture, across time
The gold standard case conceptualization model in CBT. Your meta-layer profile is structured around these five dimensions — because understanding why you're stuck requires understanding the full temporal arc.
Vulnerabilities that created the ground — genetics, early environment, attachment patterns.
What triggered the current episode. The straw and the camel's back.
What keeps it going right now. Avoidance, negative loops, interpersonal dynamics.
Genuine strengths and resources. The most overlooked dimension in coaching.
What you came in complaining about. Usually a symptom, not the source.
Who you become with other people
Object relations theory shows that personality structure is built from internalized relational units — not individual traits. Every significant relationship leaves a self-representation, an other-representation, and an affective charge.
Example Dyad
Self
"Incompetent child"
Affect
"Shame + Fear"
Other
"Critical authority"
→ Behavioral consequence: overwork to prove worth
This same dyad gets re-enacted with bosses, partners, mentors. Your relational layer tracks when it shows up, maps the split (idealized vs. persecutory), and monitors integration over time.
What It Means for You
This isn't a smarter quiz.
It's a system that evolves.
The architecture has one purpose: to accumulate enough precision that the system can see what you can't — and pressure you in the exact direction that moves you.
Your profile gets more accurate over time, not just more detailed.
As behavioral experiments accumulate contradicting evidence, belief strength scores are revised downward. The system literally updates its model of your psychology based on what you do — not just what you say.
The system holds you to what you said yesterday.
Episodic memories are timestamped and retrievable. When you contradict yourself, the council notices. When you make and break commitments, the pattern is stored and reflected back.
You own a model no other tool has built of you.
At any point, your profile is exportable. The five-tier architecture represents the most comprehensive psychological self-model available outside of a multi-year clinical relationship.
The confrontation is targeted. Always.
Nothing is generic. Every challenge, every question, every experiment is generated from your specific episodic layer, your specific schemas, your specific coping patterns. You cannot coast on generalities because there aren't any.
Ready to see the architecture
built around you?
Twenty questions. Eight experts. One pattern you've been running your whole life.