Writing

Writing about systems, research, craft, and what the work reveals.

Engineering

Debug Log

Debug Log #1: The Pipeline That Looked Broken

I had been building a local ETL pipeline designed to process long conversational PDFs into structured datasets.

6 min · May 25, 2026
Debug Log

Debug Log #2: The Off-By-One That Didn’t Crash

I built a local pipeline to take long chat transcripts saved as PDFs and turn them into something structured, cleaned output where every conversational turn is rewritten into paired labels.

5 min · May 25, 2026
Trace Log

Trace Log #1: Tracing OpenBB’s Provider Pipeline

The original goal was simple: figure out what OpenBB actually does and how it works internally.

OpenBB Trace Logs
5 min · Jun 17, 2026
Trace Log

Trace Log #2: Closing the Loop on OpenBB

The first trace stopped at the provider pipeline.

OpenBB Trace Logs
4 min · Jul 16, 2026
Trace Log

Trace log #3: Tracing one alert through Alert manager

I was trying to understand how mature systems separate signal from noise when many alerts arrive at once.

7 min · Oct 5, 2026

Essays

Essay

Reflections I: When Ideas Stopped Being Enough

I didn’t grow up in schools where writing was taught as a craft.

Reflections
6 min · May 26, 2026
Framework

Systems Primitives: A Practical Software Systems Reading Framework

While debugging my first software system, I kept running into the same problem: I could see failures happening, but I couldn’t consistently explain them.

7 min · May 26, 2026
Essay

The Zero Balance Moment

Someone on X had been asked to show their TradeZella login, proof of a trading track record, and what came back was a $0 balance.

5 min · Jul 3, 2026
Essay

What I'm Building

I've always had a range of interests, for better or worse at times.

2 min · Nov 3, 2026