Category Learning Log

Learning Log

Building a Go REST API From an Empty Folder — and Actually Understanding It

Building a full-stack task board in Go and Gin, one understood line at a time. This study log covers standing up the server, diagnosing a stubborn port conflict with ss and docker ps, and returning tasks as JSON — with the security defaults the tutorial glosses over.

ny2honolulu
September 25, 2026

AI & Offensive Security, Learning Log, Study Notes

Teaching a Brute-Forcer to Dream: Fixed vs. Recursive Exploration

Google DeepMind's Dream-RSI lets an agent improve how it searches by "dreaming" against its own history instead of running costly real trials. Here's the fixed-vs-recursive difference, built as a directory brute-forcer, and what it means for Black Hat Python tooling.

ny2honolulu
September 21, 2026