I design "Calm Tech" and sovereign mini-systems that give you agency over your data, time, and dignity.
Perfect for solving one specific, annoying pain point or building MVP. It could also be for automation works that involve 1-way flow.
Example Build
Helped students built pothole reporting system as MVP. Working with a map and forms
Connects input to storage. Perfect for archives, logs, or multi-step workflows that you own completely.
Example Build
Searchable database + Uploads.
Your digital HQ. A complete web application tailored to your sovereign needs. Auth, Database, Custom UI.
Example Build
Membership platform & content.
Real problems. Sovereign solutions. Each project below tackled a specific pain point with a custom-built, owned system.
Challenge: Critical data uptime reliability.
Solution: Sovereign backup protocol & maintenance.
Challenge: Clean, tracker-free communication.
Solution: High-performance static site architecture.
Challenge: Slow manual road inspection.
Solution: Automated pothole detection from dashcams.
Challenge: Invisible infrastructure inequality.
Solution: Interactive map of global "Compute Deserts".
Community problems. Shared solutions.
Challenge: Teachers overwhelmed by AI.
Solution: "AI Safety for Educators" curriculum.
Challenge: Anxiety about AI & Jobs.
Solution: Public discourse on "AI Sovereignty".
Challenge: No local space for alignment talk.
Solution: Monthly meetups translating research.
Challenge: Innovation in AI Governance.
Solution: Won with "Morph AI" safety concept.
I host workshops and trainings on AI Safety, Sovereign Tech, and Digital Wellness. Perfect for schools, agencies, and curious individuals who want to understand the "Why" before the "How".
My current curriculum. I study these topics to build better tools. Active notes applied to ongoing projects.
Shannon Entropy & Compression
RAG Systems & Vector DBs
Donella Meadows