Linyb Geek Road
Nov 9, 2026 · Artificial Intelligence
From Labels to TaskSpecs: How Production Agents Structure Intent Recognition
This article dissects production-grade agent intent recognition, explaining how to move beyond simple classification by defining structured TaskSpecs, resolving multi-turn context, implementing hierarchical routing, calibrating confidence with risk-aware thresholds, and evaluating with metrics that prioritize correct routing over raw accuracy.
Agent Intent RecognitionConfidence CalibrationHierarchical Routing
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