Vol. 04 · Iss. 02 Quix Quarterly June 2026
Issue 02 · Streaming Systems

An honest
account of latency.

A magazine-style layout. Asymmetric grid, serif/sans contrast, oversized numerals. For document-grade decks that want to feel like a printed quarterly, not a slide deck.
By Javier Blanco
Quix Engineering
Reading time · 12 min
02
Chapter Two

When the bottleneck moves but doesn't change shape.

A study of three pipelines, each rewritten twice, each failing in the same place the second time.

State is the bottleneck — not throughput.

Most teams scale compute first and discover, six months later, that the real ceiling is how state is stored, shared, and replayed across operators. The fix is architectural, not infrastructural — and it's the part nobody puts on a slide.

This template demonstrates how body copy, headings, and a single emphasised pull-quote can share the same page without competing for attention.

"Three rewrites in, the bottleneck hadn't moved — only changed its name."

By the numbers.

Source · prod · 14-day window
Latency p99
42 ms
↓ 78% from baseline
Cost / 1M evt
$0.18
↓ 64% from baseline
Recovery time
7.2 s
↓ 91% from baseline
"
Streaming isn't faster batch.
It's a different shape of problem.
principal engineer · infra retro
Set in Geist & Tiempos Folio 1 / 5