spencercmd

devops · security · AI — building things, writing about them.

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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.

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