Why plain top-k similarity search over-rewards keyword repetition, and why Pinecone namespaces — not separate indexes — is the right way to keep clients' candidate pools from touching.

Objection handling on a live phone call isn't a prompting problem. It's a latency, interruption, and grounding problem wearing a prompting costume.

Static scanners see syntax. Dynamic crawls see behavior. Neither one alone tells you if the product actually does what it claims to do.