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Writing

Thoughts on systems programming, network automation, and AI engineering.

Cutting Telemetry Latency by 83%: What Actually Worked

October 12, 2025·6 min read

A look at the IPC optimization, bulk API batching, and caching strategies that reduced our end-to-end telemetry latency from 30 minutes to under 5.

From Physics to Systems Software: Why the Dual Degree Paid Off

July 20, 2025·5 min read

A physics degree teaches you to think about systems at the right level of abstraction. That turns out to be exactly what systems programming requires.

Building BugInsights: How We Won a 30-Team Hackathon with HDBSCAN

September 5, 2025·7 min read

When thousands of bug reports pile up, the patterns get buried. Here is how we used LLM embeddings and density-based clustering to surface them automatically.

YANG, OpenConfig, and the Quiet Revolution in Network Automation

April 18, 2025·5 min read

For decades, network configuration meant vendor-specific CLIs and fragile screen-scraping. YANG data models changed that — and I spent two years building inside that change.