// writing
Notes on building, breaking, and learning.
A Registry-Driven Orchestration Platform for Ephemeral Workloads
How a registry-driven design turns a patchwork of automation scripts into an operable platform for heterogeneous, ephemeral workloads.
I had OpenAI's Codex CLI read X's Newly Open Sourced 'For You' Codebase. Here is what it found to help you drive engagement.
Codex dug through X's open-sourced For You codebase — ranking signals, filters, and practical levers for driving engagement.
Reasons why Huntress is an example to us all.
Why Huntress's human-first SOC, remote US culture, and transparent pricing make it a model for the rest of the industry.
Hello World
Porting older writing here — expect posts on devops, security, open source, and the occasional opinion piece.
Deploying a prod-ready AI/ML system Digit Classifier CNN to prod with TensorFlow + metrics using TensorBoard
Training a MNIST digit classifier CNN and shipping it to prod with Flask, Prometheus, and TensorBoard.
Attended AWS Summit!
Notes from AWS Summit Anaheim — keynotes, vendor demos, and never letting a product hold you back.
Deep web OSINT
A quick tour of free OSINT tools and techniques for penetration testing and security research.
Ukraine’s IT Army and Hermetic Wiper
Inside the Ukraine IT Army Telegram, Hermetic Wiper malware, and what OSINT looked like early in the conflict.
Using openpyxl to take user input and write it to an excel sheet
Using Python's openpyxl library to capture user input and append rows to an existing Excel spreadsheet.