/**
 * Psycho-Symbolic-Reasoner Integration
 *
 * Hybrid symbolic/subsymbolic graph database
 * Integration with psycho-symbolic-reasoner package
 *
 * Combines:
 * - Psychological reasoning models
 * - Symbolic logic
 * - Subsymbolic pattern recognition
 */
import { createUnifiedDatabase } from '../../src/db-unified.js';
import { ReflexionMemory } from '../../src/controllers/ReflexionMemory.js';
import { CausalMemoryGraph } from '../../src/controllers/CausalMemoryGraph.js';
import { SkillLibrary } from '../../src/controllers/SkillLibrary.js';
import { EmbeddingService } from '../../src/controllers/EmbeddingService.js';
import * as path from 'path';
export default {
    description: 'Psycho-symbolic reasoner with hybrid symbolic/subsymbolic processing',
    async run(config) {
        const { verbosity = 2 } = config;
        if (verbosity >= 2) {
            console.log('   🧩 Initializing Psycho-Symbolic Reasoner');
        }
        // Initialize hybrid graph database
        const embedder = new EmbeddingService({
            model: 'Xenova/all-MiniLM-L6-v2',
            dimension: 384,
            provider: 'transformers'
        });
        await embedder.initialize();
        const db = await createUnifiedDatabase(path.join(process.cwd(), 'simulation', 'data', 'advanced', 'psycho-symbolic.graph'), embedder, { forceMode: 'graph' });
        const reflexion = new ReflexionMemory(db.getGraphDatabase(), embedder, undefined, undefined, db.getGraphDatabase());
        const causal = new CausalMemoryGraph(db.getGraphDatabase(), db.getGraphDatabase());
        const skills = new SkillLibrary(db.getGraphDatabase(), embedder, undefined, db.getGraphDatabase());
        const results = {
            psychologicalModels: 0,
            symbolicRules: 0,
            subsymbolicPatterns: 0,
            hybridReasoning: 0,
            totalTime: 0
        };
        const startTime = performance.now();
        // Psychological reasoning models (cognitive biases, heuristics)
        const psychModels = [
            { model: 'confirmation_bias', strength: 0.88 },
            { model: 'availability_heuristic', strength: 0.85 },
            { model: 'anchoring_effect', strength: 0.90 }
        ];
        for (const model of psychModels) {
            await reflexion.storeEpisode({
                sessionId: 'psycho-model',
                task: `psychological_model: ${model.model}`,
                reward: model.strength,
                success: true
            });
            results.psychologicalModels++;
        }
        // Symbolic rules (logical inference)
        const symbolicRules = [
            { rule: 'IF bias_detected THEN adjust_confidence', confidence: 0.92 },
            { rule: 'IF heuristic_applied THEN verify_outcome', confidence: 0.88 }
        ];
        for (const rule of symbolicRules) {
            await skills.createSkill({
                name: rule.rule,
                description: 'Symbolic reasoning rule',
                code: `function apply() { return "${rule.rule}"; }`,
                successRate: rule.confidence
            });
            results.symbolicRules++;
        }
        // Subsymbolic patterns (neural activations)
        for (let i = 0; i < 5; i++) {
            await reflexion.storeEpisode({
                sessionId: 'subsymbolic-pattern',
                task: `neural_activation_pattern_${i}`,
                reward: 0.80 + Math.random() * 0.15,
                success: true
            });
            results.subsymbolicPatterns++;
        }
        // Hybrid reasoning (combine psychological + symbolic + subsymbolic)
        results.hybridReasoning = psychModels.length + symbolicRules.length;
        const endTime = performance.now();
        results.totalTime = endTime - startTime;
        db.close();
        if (verbosity >= 2) {
            console.log(`      📊 Psychological Models: ${results.psychologicalModels}`);
            console.log(`      📊 Symbolic Rules: ${results.symbolicRules}`);
            console.log(`      📊 Subsymbolic Patterns: ${results.subsymbolicPatterns}`);
            console.log(`      📊 Hybrid Reasoning Instances: ${results.hybridReasoning}`);
            console.log(`      ⏱️  Duration: ${results.totalTime.toFixed(2)}ms`);
        }
        return results;
    }
};
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