Experiments · Field notes · Research

Labs

A place for questions without immediate clients: prototypes, observations, and incomplete ideas shared with appropriate uncertainty.

Experiments with local models, practical automation, and private AI tooling.

Fedora, hardware, performance, compatibility, and deployment experiments.

Structured research workflows combining models, search, source analysis, and human review.

AI-assisted file classification and standardized naming for private, repeatable document workflows.