RAIner is not a generic coaching chatbot with a psychology veneer. Its outputs are structured by specific, long-standing frameworks from adult development, and its dialogue style follows a deliberate departure from classical coaching. This page explains the substrate.
The Kegan stage model
Stories in the StoryMatcher database are scored against Robert Kegan's stage model of adult development. The notation is qualitative:
3— person is squarely at Stage 3.3(4)— first, weak signs of Stage 4 starting to appear.3/4— stronger Stage 4 signs, but attempts to act from S4 still fail.4/3— S4 is taking over; the person sometimes acts from S4 but has to reason themselves into it.4— established at Stage 4.
A story typically spans a range (e.g. 3(4) to 4/3). The team treats these as qualitative descriptors, not arithmetic points — a story spanning three adjacent points contributes 1/3 to each when aggregating a score for the user.
Full reference: Stage model of Robert Kegan Point System
Why narrative instead of traits
Questionnaire-based assessments measure traits at a moment in time and return a label. Narrative selection — "which of these stories is closest to where you are or want to be?" — reveals the developmental edge the person is living on. That's the signal the product is after, because it's what predicts what next step will actually resonate.
The framework lineage: Kegan → Otto Laske → 80+ years of adult development research. Sister lenses the team actively draws on include Erikson's psychosocial stages (Trust, Identity, Intimacy, Generativity) and Jungian archetypes, each used for different framing tasks.
- Erikson applied to team dynamics: Understanding Team Dynamics Through Erikson's Developmental Stages
- Archetype work: Jung's archetype expert
The Art of Dialogue
Parallel to the product methodology is a coaching stance the team has been articulating and testing — the Art of Dialogue (AoD) — contrasted against classical MCC-level (Master Certified Coach) coaching.
| Dimension | Classical MCC | Art of Dialogue |
|---|---|---|
| Stance | Deep presence, non-directive, holds space | Co-active co-creation, enters the dialogue as partner |
| Energy | Calm, meditative, spacious | Dynamic, humorous, playful |
| Self-disclosure | Minimal | Transparent, participative |
| Core instrument | Silence | Humor, mutuality, felt warmth |
| Transforming agent | Insight and reflection | Energy conversion through co-presence |
| Metric | Clarity, next steps, action | Liveliness, relational aliveness, re-humanization |
| Philosophical root | Rogers → Gestalt → Constructivism | Socratic → Buber → Laske → Dialectical-relational |
The claim is not that AoD replaces MCC — it extends it. Classical MCC mastery is "precision within structure." AoD mastery is "freedom within awareness." Same ethical foundations (trust, autonomy, confidentiality), different medium.
Full treatment: The Art of Dialogue vs classical MCC coaching
Observable AoD markers
The team has started operationalizing AoD into markers a facilitator can actually listen for:
- Reciprocal laughter
- Felt warmth that lands in the body
- Concise mutual naming ("I see that in you")
- Easeful silence (not constructed, not anxious)
- Spontaneous metaphor
When one appears, the practice is to briefly name it and pause — then pick one marker to practice the following session. See the full facilitation guidance in Recommendations to Maha from AI.
Why this lives in the wiki, not just the README
Much of this methodology content is still being refined through practice — the Meta Analysis database is the feedback loop. Treat it as a living body of work, not fixed doctrine. The Meta Analysis summary explains how that loop runs.