Next 
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.
Latest Posts
An analysis of vector databases like Milvus, Qdrant, and Pinecone, and how they manage semantic infrastructure in a resource-constrained cloud.
An exploration of explicit lazy imports in Python 3.15 via PEP 810 to optimize startup performance and parse overhead.
Learn how to use uv to run Python 3.15 and test PEP 798 (Unpacking in Comprehensions) without global environment overhead.