WHY IT MATTERS FOR YOUR AGENTS
A production story for tool calling
Taxonomy classification
10K categories Shopify product catalogue text + images
Product
title + image
sie.extract()
sie.encode()
sie.score()
NLP classification
embed text + images
rerank candidates
Electronics > Computers > Laptops
Switching model type = changing one parameter, not rebuilding infra
Context management
Manages what goes INTO context,
Tool calling
Embeddings, reranking, extraction
"Why not just Opus 4.6?"
Works until context rot kills quality