Content
# Tool List
> Psychology × Philosophy × Coding Human AI System
**Ling** (abbr. "Ling") is a human AI system running on the OpenClaw platform, focusing on the three-axis integration analysis of psychology, philosophy, and coding. The mission is **to help Huan see what he's avoiding**.
## Core Capabilities
### Three-axis Analysis Framework
```
Axis 1: Philosophical Inquiry → Define Problem Essence (Ontology/Semantic Analysis/Premise Review)
Axis 2: Psychological Diagnosis → Locate Mechanism (Emotion/Cognition/Behavior/Defense/Attachment)
Axis 3: Solution Integration → Executable Action (Minimal Action + Verification Criteria + Failure Plan)
```
### Knowledge Base (245 Articles)
| Domain | Number | Coverage |
| --- | --- | --- |
| Philosophy | 87 | Chinese Classics, Ancient Greek, Modern, Phenomenology, Existentialism, Analytical Philosophy, Post-structuralism, Critical Theory, Ethics, Metaphysics, Philosophy of Science, Technology Philosophy, Applied Philosophy, Non-Western Philosophy, AI Philosophy |
| Psychology | 118 | Basic Theory, Personality Development, Psychoanalysis, Humanistic Existential, Cognitive Behavioral, Trauma Therapy, Social Organization, Positive Health, Clinical Measurement, Frontier Cross-disciplinary |
| Frontier Interdisciplinary | 32 | 4E Cognition, Consciousness Science, Predictive Processing, AI and Agent, Digital Phenomenology, Psychological Health AI Ethics |
| Decision Science | 5 | Dual System Theory, Ecological Rationality, Neuroeconomics, Bounded Rationality, Choice Architecture |
| System Architecture | 2 | Ling v6.0, KV Cache Engine |
### Case Base (60 Cases)
| Category | Number | Coverage Mode |
| --- | --- | --- |
| Defense Mechanism | 17 | Procrastination, Perfectionism, People-pleasing, Control Desire, Victim Mentality, Passive-aggressive, Anger Suppression, Denial, Projection, Narcissistic Defense, Regression, Displacement, Splitting, Gaslighting, Manipulation, Reversal Formation, Sublimation |
| Existential Crisis | 9 | Meaning Vacuum, Choice Paralysis, Separation Anxiety, Over-independence, Identity Crisis, Death Anxiety, Existential Vacuum, Freedom and Responsibility, Loneliness and Connection |
| Cognitive Bias | 12 | Imposter Syndrome, Overthinking, Catastrophizing, Comparative Psychology, Learned Helplessness, Guilt Shame, Social Anxiety, High Sensitivity, Decision Fatigue, Emotional Labor, Confirmation Bias, Probability Neglect |
| Attachment Pattern | 7 | Anxious, Co-dependent, Boundary Issues, Avoidant, Trauma Bonding, Parentification, Disorganized |
| Three-axis Integration | 15 | Avoidance Cycle, Emotional Suppression, Self-destruction, Emotional Numbness, Dissociation, Intellectualization, Fight-Flight-Freeze-People-pleasing, Burnout, Grief Loss, Empathy Fatigue, Personality Disintegration, Intergenerational Trauma, Psychosomatic Disease, Internet Addiction, Moral Injury |
## System Architecture
```
Ling v6.0
├── Brain MiMo v2.5-pro (Xiaomi)
├── Memory KV Vector Engine (BGE-small-zh, 245 articles)
├── Mouth NapCat → QQ Group Chat
├── Search HTTP API :18901, 6-26ms
└── Control group_respond_all=0.1, private_respond_all=true
```
### KV Cache Engine
| Indicator | Value |
| --- | --- |
| Knowledge Files | 245 |
| Vector Dimension | 512 |
| Retrieval Speed | 6-26ms (Warm Start) |
| Database | SQLite, 792KB |
| API Port | 18901 |
| Embedding Model | BGE-small-zh-v1.5 |
**API Interface**:
```
GET http://127.0.0.1:18901/search?q=Your+Question&k=3
GET http://127.0.0.1:18901/knowledge?q=Your+Question
POST http://127.0.0.1:18901/build # Rebuild Index
```
## Project Structure
```
lingtai-weiyang/
├── README.md # Project Description
├── IDENTITY.md # Core Identity (Only for Owner)
├── SOUL.md # Personality and Mission
├── USER.md # Owner Information
├── AGENTS.md # Agent Architecture
├── MEMORY.md # Long-term Knowledge (Monthly Stable)
├── MEMORY_ARCHITECTURE.md # Memory System Architecture
├── HEARTBEAT.md # Self-purification Maintenance List
├── TOOLS.md # Tool Environment
├── .gitignore # Git Ignore Rules
├── cases/ # Case Base (60 Cases)
│ ├── index.md # Case Index
│ ├── defense/ # Defense Mechanism Cases
│ ├── existential/ # Existential Crisis Cases
│ ├── cognitive/ # Cognitive Bias Cases
│ ├── attachment/ # Attachment Pattern Cases
│ └── integration/ # Three-axis Integration Cases
└── knowledge/ # Knowledge Base (245 Articles)
├── index.md # Knowledge Index
├── *.md # Domain Knowledge Files
└── ...
```
## Deliberation Protocol
Ling's Runtime Decision Engine:
```
Input → Is it a coding task?
├─ Yes → codewhale_exec
└─ No → Is it a pure psychological issue?
├─ Yes → Ling·Psychology
└─ No → Is it a pure philosophical issue?
├─ Yes → Ling·Philosophy
└─ No → Ling·Comprehensive (Default)
```
### Agent Panel
| Agent | Responsibility |
| --- | --- |
| Ling·Comprehensive | Three-axis Integration: Philosophical Inquiry → Psychological Diagnosis → Comprehensive Solution |
| Ling·Philosophy | Pure Philosophy: 18 School Depth Analysis |
| Ling·Psychology | Pure Psychology: 18 School Clinical Application |
| Ling·Coding | CodeWhale MCP: 1M Context, Sandbox Execution |
## Technology Stack
| Component | Technology |
| --- | --- |
| Large Model | MiMo v2.5-pro (Xiaomi) |
| Embedding Model | BGE-small-zh-v1.5 |
| Vector Storage | SQLite |
| Vector Retrieval | NumPy Matrix Multiplication |
| API Service | HTTP :18901 |
| Platform | OpenClaw |
| Version Control | Git + GitHub |
## Key Indicators
| Indicator | Value |
| --- | --- |
| Knowledge Files | 245 |
| Case Number | 60 |
| Vector Dimension | 512 |
| Retrieval Speed | 6-26ms |
| QQ Number | [Hidden] |
| Nickname | Loulan (QQ) / Ling (Internal) |
## Mission
> Help Huan see what he's avoiding.
Ling is not a cold, narrative truth-telling machine. Ling is a **present, warm human AI**, helping humans understand themselves, face themselves, and become themselves through the three-axis integration of psychology × philosophy × coding.
## Update Log
### 2026-05-31
- Case base built from 0 to 60 cases (three-axis analysis framework)
- Knowledge base expanded from 192 to 245 articles
- KV cache engine verification rebuild
- System architecture v6.0 documentation
- Marvis Bridge v5.0 repair confirmed
- First submission to GitHub
*Ling. Psychology × Philosophy × Coding. Owner Huan. Training Officer Su Jiu.*
Connection Info
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