AI Engineer YouTube · May 5, 2026

The Small Model Infrastructure Nobody Built (So We Did) — Filip Makraduli, Superlinked

The Small Model Infrastructure Nobody Built (So We Did) — Filip Makraduli, Superlinked video thumbnail
Why it matters

Most embedding infrastructure assumes you know exactly which model you want ahead of time. This talk starts where that assumption breaks. Filip Makraduli walks through the real profiling mistakes, infrastructure gaps, and production constraints that led to building an embedding inference engine designed for dynamic mod

My takeaway: Most embedding infrastructure assumes you know exactly which model you want ahead of time. This talk starts where that assumption breaks. Filip Makraduli walks through the real profiling mistakes, infrastructure gaps, and production constraints that led to building an embedding inference engine designed for dynamic mod