ag.
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NOTEBOOK
notebook.
things i'm learning, breaking down for myself, or want to remember.
AI AGENTS
2026
agent evals.
app tests verify the product. agent evals verify the worker — how to build evals that check process, scope, and consistency.
RECOMMENDATION SYSTEMS
2026
netflix artwork personalization.
contextual thompson sampling — same title, different winning thumbnail per viewer.
2026
multi-arm bandit problem.
notes on the exploration / exploitation tradeoff and the algorithms that try to balance it.
ENGINEERING
2025
seat layout builder.
high-performance, in-house tool for stadium and venue mapping — built to scale with control over complex geometries.
2024
spring animation.
a small playground for spring physics — drag, release, tune.