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Scarcity
Of
Hard Problems
We deconstruct
complex domains
and build AI
that works.
Specialized.
Esoteric.
Regulated.
We build infrastructure, not just applications. Systems that compress complexity. Tools that make the next problem easier. Quality that compounds.
SELECTED WORK
Psych Assessment AI Agent
Legally-binding disability reports for school psychologists
Food Science AI Agent
Self-improving eval loops for recipe optimization
Climate Analytics Platform
Real-time geospatial analysis for environmental monitoring
PageWright
Enterprise document automation via hierarchical composition
Therapeutic AI Companion
Emotionally intelligent conversational agent
APPROACH
Build from understanding, not assumptions.
Decompose to primitives. Build mental models until the structure is clear. Apply useful patterns, even from other domains.
Structured experimentation with deliverables. Prototypes that build familiarity. Specifications from clarity, not guesswork.
Deep understanding before execution prevents solving the wrong problem.
Decomposition. Mental models. Synthesis. How esoteric problems become tractable.
WHITE PAPERS
Reusable patterns and systems extracted from project work. Each represents an architectural decision or innovation that solves entire classes of problems.
BLOG
Esoteric Infrastructure
From dot-com wizards to AI mystics
The Nous Machina
Plotinus dreams of deep learning
There and Back Again
Surviving a gnarly chronic illness
AI May Have Saved My Life
How AI helped treat what doctors couldn't
The Hidden Realm
What Neoplatonism and transformers found in common
