#automationmethod — 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/

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/