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Introduces SCOUT, a framework that dynamically allocates prompt-injection detectors per request by predicting reliability and latency, improving safety and efficiency. Also presents SCOUT-450, a benchmark for complex agent-facing injections, showing a 46% reduction in attack-success rate and 40% latency reduction over a fixed GPT-4o judge.