/**
 * Binary Task Classifier for NeuroLink Orchestration
 * Classifies tasks as either 'fast' (quick responses) or 'reasoning' (complex analysis)
 */
import type { TaskType, TaskClassification, ClassificationStats, ClassificationValidation } from "../types/index.js";
/**
 * Binary Task Classifier
 * Determines if a task requires fast response or deeper reasoning
 */
export declare class BinaryTaskClassifier {
    /**
     * Classify a prompt as either fast or reasoning task
     */
    static classify(prompt: string): TaskClassification;
    /**
     * Get classification statistics for multiple prompts
     */
    static getClassificationStats(prompts: string[]): ClassificationStats;
    /**
     * Validate classification accuracy (for testing/tuning)
     */
    static validateClassification(prompt: string, expectedType: TaskType): ClassificationValidation;
}