Pre-filter by metadata to shrink the search space before the vector index runs. The recall lift, the cardinality trap, and the code.
Metadata Filtering Before Vector Search: The Recall Win Nobody Measures
Pre-filter by metadata to shrink the search space before the vector index runs. The recall lift, the cardinality trap, and the code.
TL;DR: I originally treated deterministic boundaries around LLMs as a consistency mechanism. I now...
It's no secret that AI models have come a long way since the early days. They've become one of the...
A practical read on Ring-Zero, zero RL at 1T parameters, and why the useful lesson is feedback loops over prompt scaffolding.