{"id":"system-streampulse-claim-1","systemId":"system-streampulse","metricLabel":{"EN":"Classification cascade accuracy","FR":"Classification cascade accuracy"},"value":"8.3% (keyword only) → 64.6% (+embedding) → 91.7% (full cascade), 0.793 macro-F1","protocol":{"EN":"N=48, deliberately keyword-poor set, published as a tier-by-tier ladder","FR":"N=48, deliberately keyword-poor set, published as a tier-by-tier ladder"},"source":"https://github.com/Yacine-ai-tech/streampulse","limitation":{"EN":"Throughput ceiling published honestly: a 1,000-request instantaneous burst against a single free-tier instance peaked at 22 req/s with a 100% error rate under that load shape — reported as evidence unthrottled bursts need queuing/backpressure/horizontal scaling, not as a production capacity claim.","FR":"Throughput ceiling published honestly: a 1,000-request instantaneous burst against a single free-tier instance peaked at 22 req/s with a 100% error rate under that load shape — reported as evidence unthrottled bursts need queuing/backpressure/horizontal scaling, not as a production capacity claim."},"verified":true,"permalink":"/api/benchmarks/system-streampulse-claim-1"}