Jev as the Turn Interpreter: A Conversational Agent Without Tool Calling

Replacing the tool-calling LLM with a jev classifier cut total cost from $0.2866 to $0.0265 and p90 turn latency from 6,421ms to 3,508ms on the same 11 scripted conversations. Both agents passed 11 of