You type "k8s deployment troubleshooting" into your documentation search. The top result is a page about Kubernetes architecture that never mentions the word "troubleshooting." It is exactly what you need. BM25 would have missed it entirely.

This is the promise of vector search: finding documents by meaning, not just matching words. In 2025 and...