# engineering notes

./tech

Deep dives on AI systems, software architecture, and building with emerging tools.

Topics
AI/MLsystemswebdevtools
01
AI/MLdevtoolspythonbashautomation

Building a Multi-Model AI Development Pipeline

A four-stage pipeline that chains Claude, GPT, and Gemini to write, review, and ship code automatically. Git commits at every stage mean a failed API call never requires starting over.

Apr 11 · 14 min
02
ubuntudevopslinuxbashautomation

Automating the Ubuntu DevOps Setup

A single bash script that installs every tool in my DevOps environment. Safe to re-run, skips what's already there, takes the machine from fresh to ready in one shot.

Jan 21 · 8 min
03
ubuntudevopslinuxdockerkubernetesterraformansibleawsazuregcp

My Ubuntu Setup for DevOps Engineering

Every tool in my Ubuntu DevOps environment, from CLI essentials to containerization tools, and why each one earned a place on the machine.

Jan 16 · 12 min
3
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