Teaching an AI to Think Like a Catholic
The CCMMP, Katie AI, and Why Architecture Beats Training
When people hear that Game of Love has an AI dating coach, they usually ask one of two questions. The secular crowd asks: “How is this different from ChatGPT?” The Catholic crowd asks: “How do you keep it from saying something heretical?”
Both questions have the same answer: the Catholic Christian Meta-Model of the Person.
Why Public AI Models Fail at Relationship Guidance
Let me be direct about something. You can go to ChatGPT right now and ask for dating advice. It’ll give you something. It might even sound reasonable. But here’s what it can’t do:
It can’t see you as a body-soul unity. It doesn’t know that your attachment wound isn’t just a psychological pattern — it’s a dimension of your fallen nature that redemption is actively healing. It can’t tell you that your desire for love isn’t just an emotion to manage but a sign of your created goodness, your being made in the image of a God who is love. It will optimize for your comfort when what you need is the virtue of fortitude. It will affirm your feelings when what you need is the truth about self-gift.
Public AI models have no anthropology. They have pattern recognition. And pattern recognition without a vision of the human person is dangerous when someone’s heart is on the line.
The CCMMP: Seeing the Whole Person
The Catholic Christian Meta-Model of the Person© by Divine Mercy University Press is what makes everything we build different. Developed as a comprehensive framework for understanding the human person, it integrates three disciplines:
Theological — Scripture, Sacred Tradition, and the Magisterium’s teaching on who we are
Philosophical — Human experience, reason, and the Christian philosophical tradition
Psychological — Empirical psychological science and its genuine insights into human behavior
The CCMMP sees every person through eleven dimensions organized around a redemptive narrative:
The Story We’re All Living:
Created — You are inherently good, dignified, valuable. Made in the image of God.
Fallen — You carry disorders, wounds, and the effects of sin — your own and others’.
Redeemed — Healing is real. Meaning is available. Flourishing is the invitation.
The Capacities That Make You Human:
Personal Unity — You are a body-soul whole with a unique, unrepeatable identity
Fulfilled Through Vocation — Your life has a specific calling: a state of life, a form of service
Fulfilled in Virtue — Your character is meant to grow. Virtue isn’t restriction; it’s freedom
Interpersonally Relational — You were formed by relationships and made for communion
Sensory, Emotional, Rational, Volitional — You perceive, feel, think, and choose — and each capacity has its own logic and its own wounds
When Katie sits across from someone in her coaching office, she sees all eleven dimensions simultaneously. She doesn’t just hear “I keep dating emotionally unavailable people.” She hears: interpersonal relationality shaped by family of origin (fallen dimension), attachment patterns revealing a wound in the capacity for communion, fortitude and self-possession needing formation (virtue dimension), and a vocation to marriage that requires authentic freedom (volitional dimension).
That’s what we encoded into Katie AI. Not a personality. A vision of the person.
The Foundation: 12,000 Chunks of Catholic Wisdom
Before Katie AI can coach anyone, she needs access to the sources. Not summaries. Not paraphrases. The actual texts.
We built FAFE-RAG — a Retrieval-Augmented Generation system powered by a Weaviate vector database. We indexed nearly 12,000 chunks across:
The complete Catechism of the Catholic Church — 2,865 paragraphs
Theology of the Body — John Paul II’s revolutionary vision of the human person and sexuality
The Summa Theologiae — Aquinas on virtue, the passions, and the moral life
The CCMMP itself — select excerpts from chapters 2 - 19, indexed and searchable, so Katie AI can retrieve the specific framework dimensions relevant to a user’s situation
Papal encyclicals — Humanae Vitae, Familiaris Consortio, Deus Caritas Est
Canon Law — the Church’s legal framework for marriage
Vatican II documents — the Council’s vision for the laity and family
Katie’s own ministry content — blog posts, workshop teachings, practical dating advice
Roman Catholic Bible - Holy Bible: Catholic Public Domain Version (CPDV). Translated by Ronald L. Conte Jr. 2009-2010.
Each chunk is embedded as a 1,536-dimension vector, tagged with source metadata, topic labels, and citation information. When a user asks Katie about whether it’s okay to date a non-Catholic, she doesn’t generate an answer from vague training data. She retrieves the specific relevant passages — Canon 1086 on disparity of cult, CCC 1633-1637 on mixed marriages, the CCMMP chapter on interpersonal relationality, Katie’s own blog post on interfaith dating — and synthesizes a response grounded in those sources.
The Intelligence Layer: Different Models for Different Moments
Not every AI task needs the same brain. We built a tiered intelligence system:
Claude Opus handles the heavy lifting — the comprehensive KNOW profile that synthesizes four psychological frameworks into a unified portrait through the CCMMP lens. This requires the kind of nuanced reasoning that only the most capable models can deliver.
Claude Sonnet powers the sub-assessments, GROW question generation, and targeted coaching responses — fast enough for real-time interaction, smart enough for theological precision.
Llama or GPT 5.3 (via Together.ai or OpenAI) serves as our fallback — ensuring users always get a response, even during provider downtime.
This isn’t just cost optimization. It’s pastoral design. When someone completes their entire KNOW profile and the system synthesizes temperament, love languages, attachment style, and virtue into a personalized Catholic Relationship Profile, that moment deserves the best reasoning available. They’re seeing themselves through the integrated lens of the CCMMP — maybe for the first time. We give that moment Opus-level attention.
The Assessments: CCMMP in Action
Each assessment maps to specific CCMMP dimensions:
KNOW — “Who Am I?” The flagship self-discovery assessment combines four frameworks:
Temperament → CCMMP dimensions: Personal Unity + Emotional capacity. Your temperament is God’s design — not a flaw to fix but a gift to steward.
Love Languages → CCMMP dimension: Interpersonal Relationality. How you give and receive love connects directly to the Catholic understanding of self-gift.
Attachment Style → CCMMP dimensions: Fallen + Redeemed. Your attachment wounds reveal where healing is needed — and redemption is the path, not just therapy.
MATRIX Virtue Assessment → CCMMP dimensions: Fulfilled in Virtue + Rational + Volitional. The four cardinal virtues (prudence, justice, fortitude, temperance) mapped against your actual life patterns.
Katie AI synthesizes all four into a unified portrait — not parallel summaries, but genuine integration. She might notice that a melancholic temperament combined with anxious attachment and low fortitude creates a specific pattern: someone who overthinks relationships, struggles to speak up, and stays too long in situations that don’t serve them. Then she connects that to the CCMMP’s vision of volitional freedom and authentic self-gift, offering practical steps.
READY — “Am I Free Enough to Love?” 115+ questions across eight dimensions of readiness, severity-flagged at three levels: critical, caution, and to-work-on. When someone reveals a struggle with pornography, unresolved family wounds, or spiritual stagnation, Katie AI doesn’t just flag it. She provides growth guidance that sees the wound through the CCMMP’s Created-Fallen-Redeemed narrative — acknowledging the pain, naming the disorder, and pointing toward concrete healing.
GIFT — “Are We Ready for Each Other?” 140 questions for couples considering engagement. Red flag detection for critical misalignments. Formation opportunity flagging when both partners are undecided on a Church teaching — because that’s not a red flag, it’s an invitation to learn together. The output is a PDF workbook designed for real conversations with a priest, mentor couple, or certified coach.
The Dating Discernment Toolkit
This is where Game of Love does something no other Catholic platform offers: active dating accompaniment.
Post-Date Assessment (PDA) — After every date, users complete a structured reflection. Not “rate this person 1-10.” Real discernment questions: Were virtues present — patience, kindness, honesty, generosity? Did you feel relaxed or tense? Was faith evident? Were your boundaries respected? Did you feel heard? On a scale of 1-10, how curious were you to learn more about this person?
Katie AI analyzes each assessment individually, but the real power is pattern detection across dates. The system auto-numbers dates with the same person and tracks trends: Is curiosity deepening or flattening? Are the same red flags appearing on date three that appeared on date one? Are green flags growing? Katie pulls from the user’s KNOW profile to personalize her analysis — she knows your attachment style, your temperament, your virtue scores. She’s not giving generic advice. She’s coaching you about this person.
My Date — When a relationship becomes exclusive, users graduate from PDA into My Date — an ongoing relationship dashboard. Periodic check-ins track the things that matter: Do you feel heard? Do you share a good faith life? Do you trust them? Do you always feel safe?
The system maintains full relationship history — including how the couple met, previous check-ins, and even the PDA history from when they were first dating. If a user had five post-date assessments with this person before going exclusive, all of that context flows into Katie’s ongoing analysis. She can see the full arc.
And when a relationship ends, the system captures why — green flags, red flags, duration, lessons learned. So the next time that user starts dating someone new, Katie has context. She can notice patterns across relationships, not just within one.
The Guard Rails: Keeping Katie Catholic
Off-topic detection: Katie warmly redirects conversations outside her expertise
Sensitive topic handling: Same-sex attraction, divorce, contraception — Katie addresses these with the compassion and clarity of the Church, pulling from specific Catechism paragraphs
Prompt injection protection: Yes, people try to jailbreak Catholic AI coaches. Our system detects and refuses
Content safety scoring: Every response evaluated before delivery
The Bridge to the Real
Here’s what matters most: Katie AI is not the endpoint. She’s the bridge.
Every assessment, every PDA, every coaching conversation is designed to move users toward real human encounter. The GIFT workbook goes to a real priest. The READY growth plan gets discussed with a real spiritual director. And any user, at any time, can book a complimentary 30-minute consultation with the real Katie — a certified Catholic dating coach who will sit across from them (in Kansas City or on video) and do what no AI ever can: be fully present to another human person.
That’s the CCMMP in practice. We are interpersonally relational beings, made for communion. Technology serves that communion. It never replaces it.
Part 1: From Kitchen Table Ministry to Agentic AI-Powered Platform
Part 3: The Engine Behind the Ministry
In Service,
Mike Palitto, CTO
Finding Adam Finding Eve
Developer of the Game of Love App