Local-First AI Infrastructure
Building tooling that makes powerful AI systems run entirely on consumer hardware without compromising capability or privacy.
Dynamic Persona Intelligence
Developing frameworks for adaptive, context-aware synthetic personas that learn and evolve through interaction.
Sovereign Intelligence Stack
Architecting the full stack for independent AI systems — from local models to knowledge graphs to agentic workflows.
The best software emerges from the intersection of deep technical craft and artistic intuition.
Local-first AI isn't just about privacy — it's about sovereignty. Owning your intelligence infrastructure is the foundation of digital autonomy.
Writing is thinking. Every essay, every notebook, every README is a mechanism for understanding.
Open source is not a business model. It's a philosophical stance on how knowledge should flow through society.
The most important systems are the ones you build for yourself, not the ones you're told to build.
Elegance in engineering is not about complexity. It's about reducing systems to their essential nature.
AI should augment human capability, not replace human judgment.
2025
- Building sovereign AI infrastructure for local-first intelligence
- Developing dynamic persona frameworks that learn and evolve
- Exploring the political economy of compute
2024
- Shipped RLHF Lab — an experimental platform for preference-based model alignment
- Built PersonaGen — a dynamic persona intelligence system
- Published research on synthetic intelligence frameworks
2023
- Architected multi-agent content generation systems
- Deep dive into local LLM orchestration with Ollama
- Began publishing technical research on AI infrastructure
Earlier
- Full-stack engineering across Django, React, and Node ecosystems
- Independent consulting on AI integration and automation
- Continuous exploration at the boundary of art and engineering