Small models, sharp tools.
I build AI systems the way I build everything else: scoped tight, tuned by hand, and answerable to the person using them. Local-first when possible, honest about limits always.
Specificity beats scale
A small model with a precise scaffold routinely outperforms a giant one with a vague prompt. Most problems deserve a scalpel, not a cathedral.
Privacy is architecture
If the design requires shipping someone's life to a datacenter, the design is wrong. On-device inference is a feature users can feel.
Failure must be legible
An AI tool that fails silently is a liability. I design for visible confidence: the system says what it knows, and what it's guessing.
- 01Kiel AI
AI layer for Kiel — smarter support signals on top of the care platform.
TypeScript AI stack extending the Kiel ecosystem. Exploring how machine intelligence can assist therapists and families without replacing human judgment.
2026 · Artificial IntelligenceIn progressTypeScript / AI / Node.js