My Projects

Exploring the boundaries between systems design, digital tooling, and educational innovation.

AI

AI Governance Systems

Developing ethical frameworks for AI decision-making systems that prioritize explainability, accountability, and continuous oversight. Explores constraint-based architectures and feedback mechanisms for maintaining human alignment.

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Systems

Systems Thinking Sandbox

Interactive educational tool for visualizing and simulating complex system behaviors through dynamic models. Features real-time feedback loops and scenario testing for emergent behavior analysis.

Explore Tool
Design

Anti-Portfolio System

Open-source documentation framework for capturing raw creative processes, iterative failures, and learning journeys. Challenges traditional portfolio paradigms by valuing process over polished results.

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Open Source

Minimalist Terminal Framework

Terminal-based workflow system that combines code execution, documentation, and project management in single interface. Built using first-principles approaches to digital minimalism.

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Details

AI Governance Systems

Status: Active
Platform: Open Source
Focus: Ethical AI

This experimental system explores how to build constraint-based governance frameworks for AI decision-making. It uses transparent rule engines combined with human-in-the-loop validation to ensure accountability. The architecture prioritizes explainability over raw optimization.

  • Constraint-based reasoning layer
  • Human validation feedback loops
  • Dynamic policy updates system
  • Transparent decision tracing

Systems Thinking Sandbox

Status: Active
Platform: Open Source
Focus: Educational

This browser-based tool allows users to test systems thinking concepts with dynamic feedback. The interface includes visual editors for feedback loops, delay simulations, and non-linear relationships between system components.

  • Interactive system modeling
  • Feedback loop testing
  • Emergence visualization
  • Scenario branching tools