tasq/node_modules/agentdb/simulation/scenarios/goalie-integration.ts

/**
 * 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: any) {
    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() as any,
      embedder,
      undefined,
      undefined,
      db.getGraphDatabase() as any
    );

    const causal = new CausalMemoryGraph(
      db.getGraphDatabase() as any,
      db.getGraphDatabase() as any
    );

    const skills = new SkillLibrary(
      db.getGraphDatabase() as any,
      embedder,
      undefined,
      db.getGraphDatabase() as any
    );

    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: number[] = [];
    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;
  }
};