I build practical open-source systems under the Fuzzy Inc. banner.

My focus is simple:

• take messy real-world problems
• turn them into tools and systems people can actually use
• keep the work open, understandable, and built to last

This profile is where I publish the projects, experiments, and methods behind that mission.

Right now I'm focused on:

• useful open-source developer tools
• workflow and knowledge-driven systems
• repo-local knowledge and memory
• software that helps organize complexity instead of adding to it
• CDD - Context-Driven Development

CDD is the methodology behind a growing body of my work.

It is a method for governing software outcomes through structured context, validated execution, and feedback.

Short version:

• context is the control surface
• prompting is not the system
• better context leads to more predictable outcomes

I'm also building bridge work around MemPalace as part of the broader CDD story.

The focus there is practical, local-first engineering memory:

• project recall
• long-running engineering context
• decision traceability
• human and multi-LLM handoffs
• smaller-context local model workflows

The goal is not to be merely adjacent to MemPalace. The goal is to contribute useful integration ideas, examples, and tested findings back into that ecosystem.

A local-first photo collection manager for turning a chaotic pile of images into an organized timeline.

Luminary is built to help with:

• timeline reconstruction from messy media folders
• duplicate detection
• tagging and person organization
• face-recognition-assisted photo management
• export and backup workflows

A docs-first public methodology for building software with stronger structure, traceability, and context governance.

Public bridge work exploring how structured local-first memory can support CDD workflows and AI-assisted engineering over time.

I believe software should be:

• useful
• understandable
• open
• affordable to build, improve, and share

Good ideas are common. The real value is turning them into working systems that help people.

Fuzzy Inc. is the umbrella for my open-source work.

It is where I publish practical tools, experiments, and systems, with CDD as one of the central ideas shaping that work.