@polybiouslabs/polybious/dist/core/performance-predictor.d.ts

Polybius is a next-generation intelligent agent framework built for adaptability across diverse domains. It merges contextual awareness, multi-agent collaboration, and predictive reasoning to deliver dynamic, self-optimizing performance.

import type { ContentPerformance, PersonalityConfig } from '../types/agent.types';
import { MemorySystem } from './memory';
export declare class PerformancePredictor {
    private memory;
    private model;
    private personality;
    constructor(memory: MemorySystem, personality: PersonalityConfig);
    predictEngagement(content: string): Promise<{
        score: number;
        confidence: number;
        factors: {
            [key: string]: number;
        };
        recommendations: string[];
    }>;
    trainModel(contentHistory: Array<{
        content: string;
        performance: ContentPerformance;
    }>): Promise<void>;
    getOptimizationSuggestions(content: string): Promise<{
        currentScore: number;
        optimizedVersions: Array<{
            content: string;
            score: number;
            changes: string[];
        }>;
    }>;
    private extractFeatures;
    private calculateScore;
    private normalizePerformance;
    private calculateSentiment;
    private calculateReadability;
    private countSyllables;
    private generateRecommendations;
}