You are more capable than you know.
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How I Can Help
Custom AI systems with glass-box architecture—transparent, auditable, and yours to own.
For Small Businesses Going AI-Native
Stop paying for software that doesn't fit how you work. I build custom AI systems that automate your specific workflows—transparent, auditable, and yours to own.
From document processing to customer communication
For Individuals Building Personal Systems
Your productivity stack should adapt to you, not the other way around. I help people build personal automation systems that actually work.
Knowledge management, task automation, AI assistants
For Organizations Needing Accessible AI
AI and accessibility aren't separate concerns—they're the same problem: translating between different ways of knowing. I build AI systems with accessibility engineered in from the start.
From alt text at scale to accessible document transformation
Featured Work
Latest Writing
Linguistic Knitting: How LLMs Actually Generate Text
LLMs don't think then write—they knit. Each token pulls through previous loops, creating fabric in high-dimensional space. Understanding the mechanics changes how you prompt.
UIs as Multidimensional Conversations
User interfaces aren't static layouts—they're parallel dialogues happening simultaneously. The same component tells different stories to different users. Accessibility is coherence across conversations.