Introduction
👋 Hello! Welcome to the MainStruct documentation!
MainStruct · The Next Cognitive Language
Complexity isn’t infinite. It’s structured.
MainStruct reveals the hidden logic behind how humans think, decide, and act — and translates it into a universal language that both people and AI can use.
Why another framework?
The world already has many theories and tools. But each one only sees part of the picture:
Psychology (CBT, Personality Tests) → Focuses on traits or emotions, but struggles with dynamic, real-time change.
Game Theory → Models rational choices, but ignores uncertainty, fear, and subjective intentions.
System Dynamics → Captures feedback loops, but too abstract for everyday or organizational decisions.
AI & Neural Nets → Powerful predictions, but trapped in “black box” logic, lacking human-level explainability.
What makes MainStruct different?
Dynamic → Captures shifting states (intention × ability × attitude) instead of static labels.
Cross-Domain → Works in business, education, health, politics, psychology, strategy — not just relationships.
Computable → 64 fundamental modes = a “Periodic Table of Human Behavior,” ready for AI integration.
Explainable → Turns intuition into clear logic, bridging human wisdom and machine reasoning.
Predictive → Identifies not only current states, but also likely transitions and triggers of change.
Comparison at a Glance
| Field / Framework | Strengths | Limitations | What MainStruct Adds |
|---|---|---|---|
| Personality Tests (MBTI, Big Five) | Easy to use, popular | Static, labels people, poor prediction | Dynamic structure: same person in different contexts has different codes |
| Cognitive Behavioral Therapy (CBT) | Evidence-based, clinical | Narrow to therapy, not generalizable | Universal structural model for any domain, not just clinical use |
| Game Theory | Rigorous, mathematical | Assumes rationality, ignores emotions | Models real subjective intentions, conflicts, and irrational dynamics |
| System Dynamics | Captures feedback & complexity | Too abstract, weak on individual psychology | Makes complexity intuitive and human-readable |
| AI / Deep Learning | Powerful predictions | Opaque, black-box, lacks interpretability | Provides a symbolic “explainability layer” AI can compute and humans can understand |
| Traditional Strategy Tools (SWOT, PESTEL) | Simple, widely taught | Surface-level, ignores real human dynamics | Structural diagnosis: reveals the hidden intention–ability–attitude grid |
Our Position
👉 MainStruct = The next cognitive standard.
For humans: a practical tool to decode complexity, anticipate change, and design better strategies.
For AI: a universal symbolic layer that turns “black box” outputs into explainable reasoning.
This is not just another personality test.
Not just another management tool.
Not just another AI model.
It’s the language that connects them all.
⚡ Marketing tagline examples you can rotate:
“MBTI was about who you are. MainStruct is about how you change.”
“From psychology to AI: one language to structure them all.”
“The periodic table of decisions.”