/**
 * Goalie Integration (Goal-Oriented AI Learning Engine)
 *
 * Goal-tracking graph DB with achievement trees
 * Integration with goalie package
 *
 * Features:
 * - Hierarchical goal decomposition
 * - Subgoal dependency tracking
 * - Achievement progress monitoring
 * - Adaptive goal prioritization
 */
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: 'Goalie goal-oriented learning with achievement tree tracking',
    async run(config) {
        const { verbosity = 2 } = config;
        if (verbosity >= 2) {
            console.log('   🎯 Initializing Goalie Integration (Goal-Oriented Learning)');
        }
        // Initialize goal-tracking 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', 'goalie.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 = {
            primaryGoals: 0,
            subgoals: 0,
            achievements: 0,
            avgProgress: 0,
            totalTime: 0
        };
        const startTime = performance.now();
        // Primary Goals
        const primaryGoals = [
            { goal: 'build_production_system', priority: 0.95 },
            { goal: 'achieve_90_percent_test_coverage', priority: 0.88 },
            { goal: 'optimize_performance_10x', priority: 0.92 }
        ];
        const goalIds = [];
        for (const goal of primaryGoals) {
            const id = await reflexion.storeEpisode({
                sessionId: 'goalie-primary',
                task: goal.goal,
                reward: goal.priority,
                success: false, // Not yet achieved
                input: 'goal_definition',
                output: 'in_progress'
            });
            goalIds.push(id);
            results.primaryGoals++;
        }
        // Subgoals (decomposition)
        const subgoalHierarchy = [
            { parent: 0, subgoals: ['setup_ci_cd', 'implement_logging', 'add_monitoring'] },
            { parent: 1, subgoals: ['write_unit_tests', 'write_integration_tests', 'add_e2e_tests'] },
            { parent: 2, subgoals: ['profile_bottlenecks', 'optimize_queries', 'add_caching'] }
        ];
        for (const hierarchy of subgoalHierarchy) {
            for (const subgoal of hierarchy.subgoals) {
                const subgoalId = await reflexion.storeEpisode({
                    sessionId: 'goalie-subgoal',
                    task: subgoal,
                    reward: 0.70, // Partial progress
                    success: false,
                    input: `parent_goal_${hierarchy.parent}`,
                    output: 'started'
                });
                // Link subgoal to parent goal
                await causal.addCausalEdge({
                    fromMemoryId: subgoalId,
                    fromMemoryType: 'episode',
                    toMemoryId: goalIds[hierarchy.parent],
                    toMemoryType: 'episode',
                    similarity: 0.90,
                    uplift: 0.30, // Completing subgoal improves parent goal
                    confidence: 0.95,
                    sampleSize: 100,
                    mechanism: 'subgoal_contributes_to_parent'
                });
                results.subgoals++;
            }
        }
        // Achievements (completed subgoals)
        const achievements = ['setup_ci_cd', 'write_unit_tests', 'profile_bottlenecks'];
        for (const achievement of achievements) {
            await skills.createSkill({
                name: achievement,
                description: 'Completed subgoal',
                code: `// Achievement unlocked: ${achievement}`,
                successRate: 1.0 // 100% completed
            });
            results.achievements++;
            results.avgProgress += 1.0;
        }
        results.avgProgress /= results.subgoals;
        const endTime = performance.now();
        results.totalTime = endTime - startTime;
        db.close();
        if (verbosity >= 2) {
            console.log(`      📊 Primary Goals: ${results.primaryGoals}`);
            console.log(`      📊 Subgoals: ${results.subgoals}`);
            console.log(`      📊 Achievements: ${results.achievements}`);
            console.log(`      📊 Avg Progress: ${(results.avgProgress * 100).toFixed(1)}%`);
            console.log(`      ⏱️  Duration: ${results.totalTime.toFixed(2)}ms`);
        }
        return results;
    }
};
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