Blog

Notes, project writeups, and reflections connected to systems, interfaces, AI workflows, and software engineering.

June 16, 2026

How a semester of teaching Scratch and p5.js ended with students playing games they wrote on a hand-built plywood arcade cabinet.

Hardware Education Raspberry Pi Teaching

April 5, 2026

Why multi-agent disagreement improves research when every conflict gets resolved through verification against primary sources.

Multi-agent systems Finance Verification AI workflows

May 9, 2026

Building a generative PR review interface that adapts to queue size, contributor patterns, and repository risk.

Generative UI Developer tools GitHub Frontend systems

May 2026

Reflection on presenting GatorLend at BlackRock and why tokenized ownership systems matter in real financial workflows.

Fintech XRPL Tokenization Reflection

January 20, 2026

How I debugged Plotly.py’s labeled vertical-line crash on datetime axes and refactored the path toward shape.label.

Plotly.py Python Open source Debugging

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