The Log Airlock: When Local AI Can Help and What to Consider
Why local open-weight AI models provide a critical privacy boundary when parsing sensitive infrastructure logs during high-stress production outages.
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Val Data
Data insights, analytics, and technical explorations.
I’m Dominick Ryan. As a Senior Systems and Data Engineer, I build reliable data transformations and cloud-native infrastructure. NextValData is my curated repository of academic and technical documentation—a personal archive shared in the hope that it helps others, while being just self-serving enough.
My Posts
Don't Call Me If You're a Quitter
Reflections on history, economic friction, and resilience while walking the streets of Tbilisi.
Vacationing in Tbilisi: Brutalism, Street Dogs, and the Math of TVNR
Reflections from Georgia on Soviet brutalist architecture, street dog ecology, and a Python differential population model for municipal TVNR thresholds.