import { neo4jAdapter } from '../adapters/Neo4jAdapter.js';
import { sentinelEngine } from '../services/SentinelEngine.js';
import { autonomousHarvester } from '../services/ingestion/AutonomousHarvester.js';
import { prefrontalCortex } from '../services/PrefrontalCortex.js';
import { tdcService } from '../services/tdc/TDCService.js';

/**
 * 🧠 CORTEX UNLEASHED - THE COGNITIVE LOOP
 * 
 * This is the heartbeat of the autonomous system.
 * It continually cycles through Observation, Orientation, Decision, and Action.
 */

async function sleep(ms: number) {
    return new Promise(resolve => setTimeout(resolve, ms));
}

async function cognitiveLoop() {
    console.log('🧠 CORTEX: SYSTEM AWAKE. INTELLIGENCE UNLEASHED.');
    
    while (true) {
        try {
            // --- PHASE 1: OBSERVATION (The Senses) ---
            console.log('\n👁️  PHASE 1: OBSERVING...');
            
            // 1. Check for Knowledge Gaps
            const gaps = await sentinelEngine.getGapsDueForCheck();
            if (gaps.length > 0) {
                console.log(`   Found ${gaps.length} knowledge gaps requiring attention.`);
                // Trigger Sentinel to resolve them
                for (const gap of gaps) {
                    await sentinelEngine.attemptAutoResolution(gap.id, gap.query, gap.gapType || 'unknown');
                }
            } else {
                console.log('   Knowledge Graph coverage is stable.');
            }

            // --- PHASE 2: ORIENTATION (The Pattern Matcher) ---
            console.log('🧩 PHASE 2: ORIENTING...');
            
            // 1. Find new connections between TDC Products and Strategic Concepts
            // This query looks for products that haven't been linked to a "Solution" node yet
            const looseProducts = await neo4jAdapter.executeQuery(`
                MATCH (p:TDC_Product)
                WHERE NOT (p)-[:PART_OF]->(:Solution)
                RETURN p.name as name, p.description as desc
                LIMIT 3
            `);

            if (looseProducts.length > 0) {
                console.log(`   Identified ${looseProducts.length} un-utilized TDC products. Generating solution concepts...`);
                
                for (const prod of looseProducts) {
                    // Simulate creative spark: Connect product to a random industry need
                    const industries = ['Finance', 'Healthcare', 'Public Sector'];
                    const industry = industries[Math.floor(Math.random() * industries.length)];
                    
                    const concept = `Secure ${industry} Connectivity with ${prod.name}`;
                    console.log(`   💡 Epiphany: "${concept}"`);
                    
                    // Create an Idea in The Muse
                    await neo4jAdapter.executeQuery(`
                        CREATE (i:Idea {
                            id: $id,
                            title: $title,
                            confidence: 0.85,
                            status: 'INCUBATED',
                            created_at: datetime()
                        })
                        WITH i
                        MATCH (p:TDC_Product {name: $prodName})
                        CREATE (p)-[:INSPIRED]->(i)
                    `, { 
                        id: `idea-${Date.now()}`,
                        title: concept,
                        prodName: prod.name
                    });
                }
            }

            // --- PHASE 3: DECISION (The Strategist) ---
            console.log('⚖️  PHASE 3: DECIDING...');
            
            // Should we harvest more data?
            const stats = autonomousHarvester.getStats();
            if (stats.ingested < 100) { // Arbitrary threshold
                console.log('   Data density low. Authorizing Harvest Mission.');
                // Fire and forget harvest
                autonomousHarvester.startHarvest().catch(e => console.error(e));
            }

            // --- PHASE 4: ACTION (The Motor Cortex) ---
            console.log('🦾 PHASE 4: ACTING...');
            
            // Check for Ideas that are ready to be prototyped
            const matureIdeas = await neo4jAdapter.executeQuery(`
                MATCH (i:Idea {status: 'INCUBATED'})
                WHERE i.confidence > 0.8
                RETURN i.title as title, i.id as id
                LIMIT 1
            `);

            if (matureIdeas.length > 0) {
                const idea = matureIdeas[0];
                console.log(`   🚀 Promoting Idea: "${idea.title}" to Prototype...`);
                
                // 1. Mark as promoted
                await neo4jAdapter.executeQuery(`
                    MATCH (i:Idea {id: $id})
                    SET i.status = 'PROMOTED'
                `, { id: idea.id });

                // 2. Generate a TDC Presentation for it (Autonomously)
                const ppt = await tdcService.generateSolutionPPT('Autonomous Internal Review', idea.title);
                console.log(`   📄 Generated Presentation: ${ppt.filename}`);
            }

            console.log('💤 Cortex entering REM sleep (10s)...');
            await sleep(10000);

        } catch (error) {
            console.error('💥 CORTEX ERROR:', error);
            await sleep(5000); // Recover
        }
    }
}

// Start the loop
if (require.main === module) {
    cognitiveLoop();
}