arela/dist/learning/feedback-learner.d.ts

AI-powered CTO with multi-agent orchestration, code summarization, visual testing (web + mobile) for blazing fast development.

import { MemoryLayer } from "../memory/hexi-memory.js";
import { ClassificationResult, RoutingResult } from "../meta-rag/types.js";
import type { UserFeedback, LearningStats } from "./types.js";
/**
 * FeedbackLearner - Learns from user feedback to improve routing accuracy
 *
 * Features:
 * - Records user feedback on query results
 * - Stores feedback in governance layer (audit trail)
 * - Adjusts layer weights based on corrections
 * - Tracks accuracy improvement over time
 * - Detects common mistake patterns
 */
export declare class FeedbackLearner {
    private audit;
    private weights;
    private projectPath;
    constructor(projectPath?: string);
    /**
     * Initialize the feedback learner
     */
    init(): Promise<void>;
    /**
     * Record user feedback on a query result
     */
    recordFeedback(query: string, classification: ClassificationResult, routing: RoutingResult, feedback: UserFeedback): Promise<void>;
    /**
     * Adjust layer weights based on user corrections
     */
    private adjustWeights;
    /**
     * Get learning statistics
     */
    getStats(): Promise<LearningStats>;
    /**
     * Detect common mistake patterns from feedback
     */
    private detectMistakes;
    /**
     * Calculate accuracy improvement over time
     * Compares first 10 feedback vs last 10 feedback
     */
    private calculateImprovement;
    /**
     * Load all feedback records from audit log
     */
    private loadAllFeedback;
    /**
     * Load layer weights from disk
     */
    private loadWeights;
    /**
     * Save layer weights to disk
     */
    private saveWeights;
    /**
     * Get current layer weights (for use in routing)
     */
    getWeights(): Map<MemoryLayer, number>;
    /**
     * Export feedback data for fine-tuning
     */
    exportForFineTuning(outputPath?: string): Promise<string>;
}
//# sourceMappingURL=feedback-learner.d.ts.map