Precedent.

Faster, cheaper, or safer.Otherwise you don't hear from us.

Precedent checks what ships against your codebase, and speaks up only when a change pays for itself.

rerank.py example
41class CrossEncoderReranker:
42 def __init__(self, model, k=50):
43 self.model = model
44 self.k = k
45
46 def rerank(self, q, docs):
47 pairs = [(q, d.text) ...]
48 scores = self.model.
FASTER CHEAPER 2 days to adopt

This scores every query-document pair through the model at request time. Late interaction precomputes the document side, so most of that work leaves the hot path.

ColBERTv2 · arXiv:2112.01488

What it tracks

arXiv and preprints, university and frontier lab publications, company research releases, open-source drops, libraries and their vulnerabilities.

What reaches you

Only what makes your system faster, cheaper, or safer. Features you have no use for and benchmark wins that don't hold on your data stay where they are.