intent-detection

Intent detection routes plain language requests to specific workflows by analyzing natural language input and mapping it to predefined command patterns. This semantic routing ensures user requests like code deployment or security checks reach the correct skill automatically.

Yes, multi-intent handling processes complex messages containing multiple requests simultaneously. The system evaluates confidence levels using HIGH, MEDIUM, and LOW gating to determine execution priority for each detected intent within a single user input.

Intent detection requires clear intent patterns and defined command mappings configured before use. Providing these deterministic routing rules ensures the system correctly classifies requests and avoids misclassification across deployment, testing, and update scenarios.

Semantic routing handles non-obvious mappings by analyzing the underlying meaning of plain language requests against configured intent patterns. This allows it to correctly route ambiguous requests to appropriate workflows even when exact command keywords are absent.

Misclassification occurs when intent patterns and command mappings lack clarity or completeness. Establishing deterministic routing rules with well-defined patterns and applying confidence-based execution gating prevents incorrect workflow execution for ambiguous inputs.

Confidence-based execution gating evaluates the certainty of intent detection using HIGH, MEDIUM, and LOW thresholds. This mechanism determines whether to execute a mapped workflow automatically or request user clarification, preventing misclassification errors.