Val Data Data insights, analytics, and technical explorations.
Iām Dominick Ryan, a data and systems engineer. I design reliable data pipelines, profile compute and memory trade-offs, and build targeted software to solve concrete operational problems. This site documents engineering benchmarks, pipeline migrations, and technical postmortems from systems I've built. There are also some personal opinions and musings which you are free to ignore or embrace or rail against as it may suit you.
How a hybrid workflow pairing basic Python pre-filtering with a local, air-gapped AI model turned an unmanageable 40 MB production log dump into an actionable root-cause analysis.
Reflections on history, economic friction, and resilience while walking the streets of Tbilisi.
Reflections from Georgia on Soviet brutalist architecture, street dog ecology, and a Python differential population model for municipal TVNR thresholds.