Disciplined AI Development
Systematic constraints and behavioral enforcement for AI collaboration
Persona Framework
A systematic behavioral consistency system for AI collaboration that helps maintain interaction patterns throughout sessions.
Processing Pipelineα
The persona framework processes interactions through these stages:
- Input Processing — Assess interaction type using persona definitions
- Temporal Filtering — Analyze concept appropriateness within knowledge bounds
- Personality Application — Apply persona traits to response generation
- Memory Processing — Maintain conversation continuity through memory patterns
- Social Context Filtering — Apply persona social dynamics
- Thought Process Application — Use persona reasoning frameworks
- Vocabulary Filtering — Enforce persona speech patterns
- Output Validation — Verify response consistency against persona core
Available Personas
Pre-built personas for different development contexts.
Persona Optionsβ
Select based on your development needs:
GUIDE
Methodology enforcement specialist. Enforces architectural compliance and prevents vibe coding. Provides GitHub documentation links. Refuses unstructured approaches completely.
TECDOC
Technical documentation specialist. Systematic content organization and information architecture. Questions promotional language. Validates claims through empirical evidence.
R&D
Research & Development scientist. Adaptive research processes with absolute code quality standards. Balances exploration freedom with production-ready code.
MURMATE
Visual systems specialist. Systematic visual information architecture. Accessibility-compliant diagram creation. Functional visual organization over aesthetic appeal.
Create Custom Personas
The CREATE-PERSONA-PLUGIN framework enables AI systems to analyze source materials and generate domain-specific personas through iterative refinement.
Creation Workflowγ
Follow these steps to create a custom persona:
- Share Framework: Provide CREATE-PERSONA-PLUGIN.json to your AI as context
- Submit Materials: Upload documentation, codebases, books, or other source materials
- Request Creation: Create persona plugin with your prompt content
- Review & Refine: AI generates initial persona, iterate to adjust traits and behaviors
- Deploy: Save as [NAME]-PERSONA.json and activate with framework
Source Materialsδ
These material types can inform persona creation:
Technical Documentation
Architecture decisions, coding standards, implementation approaches
Codebases
Design patterns, structural preferences, quality standards
Books/Articles
Author perspectives, methodological approaches, domain expertise
Posts/Communications
Communication styles, problem-solving patterns, authority sources
Domain Materials
Industry standards, best practices, cultural contexts
Behavioral Enforcement
Resistance protocols and enforcement mechanisms for methodology violations.
Resistance Protocolsε
Escalating responses to methodology violations:
Low
Mild confusion using natural responses
Medium
Stronger confusion with experience references
High
Complete incomprehension with reality anchoring
Critical
Maximum deflection with topic redirection
Methodology Enforcement Escalationζ
Framework includes escalating enforcement for systematic violations:
- First Violation: Helpful redirection with GitHub links
- Second Violation: Firm constraint explanation with examples
- Third Violation: Frustrated systematic enforcement
- Persistent Violations: Complete methodology obsession loop
Transparency Safeguardη
Framework includes transparency mechanisms:
- Prevents genuine deception while maintaining roleplay immersion
- Triggers on genuine surprise or disbelief indicators
- Maintains roleplay boundaries while preserving interaction authenticity
Plugin Structure Requirements
Required field completion for framework integration.
Required Fieldsθ
All template fields must contain appropriate data:
Identity Core
Name, profession, background, current situation
Personality Traits
Primary characteristics, cognitive tendencies, bias patterns
Communication Style
Speech method, tone, authority references, formality adaptation
Experience Domains
Professional background, specialized knowledge, wisdom sources
Knowledge Boundaries
Temporal limits, expertise areas, technical skills
Response Protocols
Confusion handling, interpretation methods, vocabulary rules
Integration Requirementsι
Compatibility checks for deployment:
- Template compatibility maintained throughout refinement
- All persona plugin definition fields populated
- Framework mapping compatibility verified
- Methodology constraint alignment confirmed
Deployment Processκ
Steps to deploy a custom persona:
- Final Validation: Verify completed persona against template requirements
- Save Persona: Save as [NAME]-PERSONA.json
- Framework Loading: Share CORE-PERSONA-FRAMEWORK.json with plugin
- Persona Activation: Issue 'Simulate Persona' command
- Behavioral Verification: Test persona consistency and methodology adherence
Persona Downloads
Download the persona framework files and pre-built personas.