About
I love building things, exploring, and learning.
I write about robotics, AI, spiritual growth and mental health.
This space is where I explore the intersection of technology and humanity, from
training neural networks to understanding our own neural pathways.
Building
2025 — Enterprise RAG with 89% accuracy. FastSentiment API with sub-100ms inference. AI research agent processing 100+ papers daily.
2024 — ML systems engineering. Traffic sign classification at 96% accuracy. Attention mechanism visualizer for education.
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Latest Writing
AI coding tools have separated into two classes. One compensates for missing operator skill; one amplifies present operator skill. Senior engineers systematically prefer the second. The split is a market signal that operator skill is now the bottleneck, and a snapshot, not a destination.
When the cost of the next step approaches zero, the question of whether to take it stops getting asked. Slow isn't a virtue. It's the protocol for keeping fast aligned with what you actually wanted.
Every component eval passed. The agent pipeline still failed. What changes when you move from evaluating single calls to evaluating trajectories.
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