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A reproducible benchmark harness for HTTP proxies and AI gateways. Same hardware, same scenarios, same loadgen across nginx, HAProxy, Caddy, Envoy, Traefik, Kong, LiteLLM, Portkey, Helicone, Bifrost, Kong AI, and SBproxy.