#hackingmethod — Public Fediverse posts

Fine-Tuning on My Own Commit History: The Model Now Writes Bugs in My Style

Because when you fine-tune on your own history, you are not training a model to be better than you.

https://cha1nc0der.wordpress.com/2026/05/05/fine-tuning-on-my-own-commit-history-the-model-now-writes-bugs-in-my-style/

I Shouldn’t Be Sharing This Part 2: 37 Google Dork Patterns That Still Surface Exposed AWS Keys in 2026

This is where most people misunderstand exposure. They imagine breaches as events. Explosions. Headlines. In reality, it is persistence. Old artifacts that never got cleaned up. Strings of credentials that were never meant to be seen outside a build environment, now sitting in search indexes that never forget.

https://cha1nc0der.wordpress.com/2026/04/15/i-shouldnt-be-sharing-this-part-2-37-google-dork-patterns-that-still-surface-exposed-aws-keys-in-2026/

This Is What a Personal Surveillance System Actually Looks Like

You stop thinking of it as surveillance. It becomes “the system.” Just part of how things run.

https://cha1nc0der.wordpress.com/2026/04/03/this-is-what-a-personal-surveillance-system-actually-looks-like/

OSINT Isn’t About Skill Anymore. It’s About Systems

There’s a moment, if you spend enough time in this space, where your attention changes. You stop looking at individual data points as things to extract. You start seeing them as inputs to a larger structure.

https://cha1nc0der.wordpress.com/2026/03/21/osint-isnt-about-skill-anymore-its-about-systems/