A comprehensive technical framework for building, analyzing, and predicting the evolution of digital human personas and thematic mental models.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install proclaw-humanos-ultimate
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install proclaw-humanos-ultimate using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is ProClaw HumanOS Ultimate?
ProClaw HumanOS Ultimate is a high-level orchestration system designed to transform raw behavioral data into structured, executable personality models. By leveraging Openclaw Skills, this system provides a rigorous methodology for demand diagnosis, 6-dimensional parallel research, and 7-layer personality modeling. It allows developers to create digital twins or persona-based agents that possess deep psychological depth, including decision heuristics, value systems, and expressive DNA.
The framework moves beyond simple prompt engineering by implementing a full-path construction system. It utilizes advanced analysis techniques like paradox mining and neural network simulation to understand the internal tensions and future evolution of a persona. This makes it an essential tool for creating sophisticated AI agents that require high-fidelity character consistency and predictive behavioral capabilities.
ProClaw HumanOS Ultimate Use Cases
- Creating high-fidelity digital personas for AI roleplay and simulation agents.
- Analyzing historical or public figures to extract their decision-making frameworks and mental models.
- Identifying core psychological paradoxes and internal contradictions within a specific profile.
- Predicting character evolution and behavioral trends over a 3-5 year timeline.
- Building complex thematic models for scenario planning and methodology extraction.
How ProClaw HumanOS Ultimate Works
- The process begins with Demand Diagnosis, where fuzzy user inputs are analyzed to recommend specific figures or themes for modeling.
- A 6-dimensional research orchestrator performs parallel data gathering across writings, timelines, and value systems.
- The Framework Extractor distills the research into a structured JSON mental model, including decision heuristics and honesty boundaries.
- The OS Builder generates a complete Skill file formatted with agentic protocols for immediate deployment.
- Personality analysis scripts perform 8D holographic scanning and 7-layer modeling to map the persona's internal architecture.
- Neural network simulation and evolution tracking are applied to predict how the persona will react to new stimuli over time.
ProClaw HumanOS Ultimate Setup
To get started with this skill, ensure you have Python 3 installed. Install the required dependencies using pip:
pip install requests>=2.28.0 beautifulsoup4>=4.11.0 numpy>=1.21.0
Run the initial diagnostic to define your target persona:
python scripts/demand_diagnostic.py --input "Target description or persona name"
ProClaw HumanOS Ultimate Data Schema & Taxonomy
The system organizes data in a structured directory format to ensure consistency across Openclaw Skills workflows:
| Data Layer | Format | Contents |
|---|---|---|
| Research | Markdown | 6-dimensional files (writings, timeline, values, etc.) |
| Framework | JSON | Extracted mental models, decision heuristics, and DNA |
| Final Skill | Markdown | The executable SKILL.md with agentic protocols |
| Analysis | JSON | 8-dimension scans, 7-layer models, and axis tension data |
ProClaw HumanOS Ultimate Advanced Features
- Neural Network Simulation: Theory-based forward propagation to predict personality shifts.
- Paradox Mining: Specialized scripts to identify and integrate core internal psychological tensions.
- Holographic Scanning: 8-dimensional verification of personality traits against archetype data.
- Axis Tension Analysis: Evaluation of core psychological 'axes' to determine stability and balance.
- Evolution Tracker: Monitoring mechanism to update and refine the digital persona based on new state data.
SKILL.md
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