Nov 8, 2025
neural intelligence
feature stores, minus the hype: what to build and what to buy
a practical teardown of the feature store decision, aimed at teams running ML in production without a hundred-person ML platform org.
read the essay eastshort essays from arkavix engagements. no thought leadership, no marketing-in-disguise — just the lessons we wish every team we walked into had read first.
Nov 8, 2025
neural intelligence
a practical teardown of the feature store decision, aimed at teams running ML in production without a hundred-person ML platform org.
read the essay eastmost multi-region designs cost three to five times what the same availability guarantee would cost with one fewer region. here is why, and what to do about it.
jagadeesha
8 min read
why most platforms have more telemetry than they can afford, fewer answers than they need, and a quiet monthly bill nobody is measuring.
pramod
7 min read
four stages that describe real organisations and one anti-pattern that describes most of them.
pramod
7 min read
the practical path from flat-network banking-style infrastructure to identity-aware service-to-service calls, without a two-year rewrite.
pramod
9 min read
refusal policies, output classification, and the quiet infrastructure that separates a demo from a product.
jagadeesha
10 min read
on deliberately shipping one deployable unit across dozens of serverless functions — and why it's the most underrated platform decision of the last five years.
pramod
8 min read