Systematic AI Research
& Real World Solutions for Complex Domains
We develop systematic frameworks for understanding complex problems using AI-augmented research methodologies. Our approach transforms intricate domains into practical insights, applications and tools that enhance human experience.
Building Frameworks for Systematic Thinking
Our research methodology combines rigorous systematic approaches with AI-augmented analysis to tackle complex domains that affect human flourishing. Rather than ad hoc implementations, we develop reusable frameworks that can be applied across different challenging areas.
We document our research processes through a build-in-public approach, creating transparency in methodology development while building educational resources that others can learn from and adapt.


Our Approach:
AI-Augmented Research: Technology handles research heavy lifting while we focus on pattern recognition and practical applications
Systematic Methodology: Consistent frameworks that scale across different complex domains
Build-in-Public Development: Transparent process documentation for community learning and collaboration
Human-Centered Outcomes: All research aimed at practical applications that improve human experience
Active Research Projects
Leveraging AI to connect complex pieces and uncover useful insights
State Freedom Index
Focus: Policy research and analysis using systematic AI-augmented methodology
We conduct comprehensive analysis of legislative and policy data across all 50 states, transforming complex policy information into an accessible interactive app for policy comparison and decision-making.


Focus: Human behavior framework explaining decision-making conflicts and resolution strategies
Comprehensive theoretical framework identifying values-needs conflicts as the fundamental driver of problematic human behavior and poor decision-making. Based on thirty years of systematic observation, the theory provides tools for understanding why good people make destructive choices and how to resolve underlying conflicts through conscious alignment strategies. Currently undergoing empirical validation through case study analysis and cross-cultural research.
Focus: Human excellence research and life design system development
Our systematic study of 1000+ heroic individuals across time, culture, and knowledge domains identifies patterns in human achievement, translating these findings into several tools such as our Hero Life OS system for personal development and goal achievement.
Way of Heroes & Life OS




Our systematic research methodology leverages advanced technology infrastructure to ensure consistent, high-quality analysis across all projects.
Core Tech Stack














Why Systematic Approaches...
with Results, Matter
Complex domains require systematic thinking to avoid getting lost in details while missing larger patterns. Our methodology development focuses on creating frameworks that:
Maintain Research Integrity:
AI augmentation enhances human insight without replacing strategic thinking and pattern recognition
Create Educational Value:
Research processes documented to teach systematic thinking approaches to others
Scale Across Domains:
The same systematic approach works for policy analysis, human pattern research, and strategic system design
Our research transforms into helpful products: apps, websites, courses, frameworks, and tools that people can use in their daily lives.
Result in practical application:
Axiomatic Insights
Research and development focused on systematic approaches to complex domains
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