mamba, from scratch
the selective state-space path rebuilt from first principles, then trained on hdfs logs.
- 0.9504 test f1
- 0.9825 roc-auc
- 0.9621 pr-auc

recovering perfectionist.
the selective state-space path rebuilt from first principles, then trained on hdfs logs.

scope-aware call-graph q&a over python repos. 1,000+ nodes, 500+ edges.
42.5 req/s, 99.86% reliability, 110ms median.
real-time voice assistant on a two-core, no-gpu laptop.
wanna see more? github →
ran the workshops most people only attend. 100 students taught to stop fearing ai and start shipping it. also ran cloud study jams.
telecom churn prediction on 7,043 customers. decision tree vs. random forest, 5-fold cv, smote for the class imbalance nobody wants to deal with. 84% cv accuracy, model picked on evidence, not favoritism.

fun fact:
i wanted to be a pilot.
still figuring this out... and probably always will.
click an object to learn more. drag things around.
12 tracks, on shuffle in my head most days.
30-sec previews · full songs on spotify
still curious.
still building.
still opening tabs.
let's build something
the internet hasn't seen yet.