const SimpleGPT = require('./algorithm');

class EnhancedGPT extends SimpleGPT {
    constructor() {
        super();
        this.logicNetwork = {};
        this.neuralWeights = {};
        this.longTermMemory = [];
        this.shortTermMemory = [];
        this.corticalColumns = {};
        this.neurogenesisModules = {};
        this.synapticPlasticity = {};
        this.holographicProcessing = {};
        this.quantumCognition = {};
        this.fractalThinking = {};
        this.temporalLoops = {};
        this.chaosControllers = {};
        this.entropyRegulators = {};
        this.adaptiveLearning = {};
        this.cognitiveSynthesis = {};
        this.metaCognitiveLoops = {};
        this.dreamStateGenerator = {};
        this.subconsciousFilters = {};
        this.ideationMatrix = {};
        this.conceptualBlending = {};
        this.analogicalReasoning = {};
        this.emotionalResonance = {};
        this.valueSystem = {};
        this.selfModels = {};
        this.theoryOfMind = {};
        this.wisdomKernels = {};
        this.creativityKernels = {};
        this.empathySimulator = {};
        this.ethicalGovernor = {};
        this.curiosityEngine = {};
        this.focusMechanism = {};
        this.intuitionProcessor = {};
        this.storytellingEngine = {};
        this.humorGenerator = {};
        this.abstractThought = {};
        this.conceptualMetaphor = {};
        this.semanticFields = {};
        this.narrativeArchetypes = {};
        this.cognitiveBiases = {};
        this.internalMonologue = {};
        this.socialIntuition = {};
        this.longTermPlanner = {};
        this.creativeImagination = {};
        this.dynamicLearning = {};
        this.thoughtSimulator = {};
        this.realityChecker = {};
        this.symbolicGrounding = {};
        this.goalOrientedBehavior = {};
        this.selfReflection = {};
        this.emotionalIntelligence = {};
        this.culturalMatrix = {};
        this.philosophicalQueries = {};
        this.scientificReasoning = {};
        this.artisticCreation = {};
        this.buildAdvancedModules();
        this.processingLayers = this.buildProcessingLayers();
    }

    buildAdvancedModules() {
        this.corticalColumns = this.buildCorticalColumns();
        this.neurogenesisModules = this.buildNeurogenesisModules();
        this.synapticPlasticity = this.buildSynapticPlasticity();
        this.holographicProcessing = this.buildHolographicProcessing();
        this.quantumCognition = this.buildQuantumCognition();
        this.fractalThinking = this.buildFractalThinking();
        this.temporalLoops = this.buildTemporalLoops();
        this.chaosControllers = this.buildChaosControllers();
        this.entropyRegulators = this.buildEntropyRegulators();
        this.adaptiveLearning = this.buildAdaptiveLearning();
        this.cognitiveSynthesis = this.buildCognitiveSynthesis();
        this.metaCognitiveLoops = this.buildMetaCognitiveLoops();
        this.dreamStateGenerator = this.buildDreamStateGenerator();
        this.subconsciousFilters = this.buildSubconsciousFilters();
        this.ideationMatrix = this.buildIdeationMatrix();
        this.conceptualBlending = this.buildConceptualBlending();
        this.analogicalReasoning = this.buildAnalogicalReasoning();
        this.emotionalResonance = this.buildEmotionalResonance();
        this.valueSystem = this.buildValueSystem();
        this.selfModels = this.buildSelfModels();
        this.theoryOfMind = this.buildTheoryOfMind();
        this.wisdomKernels = this.buildWisdomKernels();
        this.creativityKernels = this.buildCreativityKernels();
        this.empathySimulator = this.buildEmpathySimulator();
        this.ethicalGovernor = this.buildEthicalGovernor();
        this.curiosityEngine = this.buildCuriosityEngine();
        this.focusMechanism = this.buildFocusMechanism();
        this.intuitionProcessor = this.buildIntuitionProcessor();
        this.storytellingEngine = this.buildStorytellingEngine();
        this.humorGenerator = this.buildHumorGenerator();
        this.abstractThought = this.buildAbstractThought();
        this.conceptualMetaphor = this.buildConceptualMetaphor();
        this.semanticFields = this.buildSemanticFields();
        this.narrativeArchetypes = this.buildNarrativeArchetypes();
        this.cognitiveBiases = this.buildCognitiveBiases();
        this.internalMonologue = this.buildInternalMonologue();
        this.socialIntuition = this.buildSocialIntuition();
        this.longTermPlanner = this.buildLongTermPlanner();
        this.creativeImagination = this.buildCreativeImagination();
        this.dynamicLearning = this.buildDynamicLearning();
        this.thoughtSimulator = this.buildThoughtSimulator();
        this.realityChecker = this.buildRealityChecker();
        this.symbolicGrounding = this.buildSymbolicGrounding();
        this.goalOrientedBehavior = this.buildGoalOrientedBehavior();
        this.selfReflection = this.buildSelfReflection();
        this.emotionalIntelligence = this.buildEmotionalIntelligence();
        this.culturalMatrix = this.buildCulturalMatrix();
        this.philosophicalQueries = this.buildPhilosophicalQueries();
        this.scientificReasoning = this.buildScientificReasoning();
        this.artisticCreation = this.buildArtisticCreation();
    }

    buildCorticalColumns() {
        const columns = {};
        for (let i = 0; i < 33; i++) {
            const letter = String.fromCharCode(1072 + i);
            columns[letter] = () => this.generateWordByLetters(letter);
        }
        return columns;
    }

    buildNeurogenesisModules() {
        const modules = {};
        const prefixes = ['нейро', 'когни', 'семан', 'синта', 'морфо', 'психо', 'квант', 'темпо', 'эмоцио', 'креатив'];
        prefixes.forEach(prefix => {
            modules[prefix] = () => this.generateWordByLetters(prefix);
        });
        return modules;
    }

    buildSynapticPlasticity() {
        return {
            enhance: text => text.split('').reverse().join(''),
            reduce: text => text.substring(0, Math.floor(text.length / 2)),
            amplify: text => text.toUpperCase(),
            diversify: text => text.split('').map(c => Math.random() > 0.5 ? c : this.generateDiverseWord(c)).join('')
        };
    }

    buildHolographicProcessing() {
        return {
            project: text => text.split(' ').slice(0, 3).join(' '),
            reconstruct: text => text.split(' ').concat(this.generateWordByLetters()).join(' '),
            diffuse: text => text.replace(/\s+/g, ' ').substring(0, 20)
        };
    }

    buildQuantumCognition() {
        return {
            superpose: text => text.split('').sort(() => 0.5 - Math.random()).join(''),
            entangle: text => text.split(' ').map(word => word.split('').reverse().join('')).join(' '),
            collapse: text => text.split(' ')[0] || ''
        };
    }

    buildFractalThinking() {
        return {
            iterate: text => (text.substring(0, 3) || 'abc').repeat(3),
            scale: text => text.split('').filter((_, i) => i % 2 === 0).join(''),
            transform: text => this.paraphraseSentence(text)
        };
    }

    buildTemporalLoops() {
        return {
            loop: text => text + ' ' + (text.split(' ')[0] || ''),
            shift: text => text.split(' ').slice(1).concat(text.split(' ')[0] || '').join(' '),
            reverse: text => text.split(' ').reverse().join(' ')
        };
    }

    buildChaosControllers() {
        return {
            perturb: text => text.split('').map(c => Math.random() > 0.8 ? this.generateWordByLetters(c) : c).join(''),
            attract: text => text.split(' ').filter((_, i) => i % 3 !== 0).join(' '),
            bifurcate: text => text.split(' ').slice(0, 2).join(' ')
        };
    }

    buildEntropyRegulators() {
        return {
            increase: text => text.split('').sort().join(''),
            decrease: text => [...new Set(text.split(''))].join(''),
            stabilize: text => text.split(' ').sort().join(' ')
        };
    }

    buildAdaptiveLearning() {
        return {
            reinforce: text => text.split(' ').map(word => word + (word.substring(0, 1) || '')).join(' '),
            prune: text => text.split(' ').filter((_, i) => i % 2 === 0).join(' '),
            balance: text => (text.substring(0, Math.floor(text.length / 2)) || '') + (text.substring(Math.floor(text.length / 2)).split('').reverse().join('') || '')
        };
    }

    buildCognitiveSynthesis() {
        return {
            integrate: text => text.split(' ').concat(this.generateWordByLetters()).join(' '),
            differentiate: text => text.split(' ').map(word => this.transformWord(word)).join(' '),
            unify: text => text.replace(/\s+/g, '')
        };
    }

    buildMetaCognitiveLoops() {
        return {
            reflect: text => `возможно, что ${text}`,
            evaluate: text => {
                const words = text.split(' ');
                const score = words.reduce((acc, word) => acc + (this.knowledgeBase.some(line => line.includes(word)) ? 1 : 0), 0);
                return score > words.length / 2 ? `уверен, что ${text}` : `не уверен, что ${text}`;
            }
        };
    }

    buildDreamStateGenerator() {
        return {
            generate: (topic = 'сон') => this.generateMarkovResponse(topic, 7)
        };
    }

    buildSubconsciousFilters() {
        return {
            filter: text => text.split(' ').filter(word => !this.sentimentKeywords.includes(word)).join(' ')
        };
    }

    buildIdeationMatrix() {
        return (conceptA, conceptB) => {
            const wordsA = this.getSemanticSimilarWords(conceptA, 5);
            const wordsB = this.getSemanticSimilarWords(conceptB, 5);
            if (wordsA.length > 0 && wordsB.length > 0) {
                return `${wordsA[Math.floor(Math.random() * wordsA.length)]} как ${wordsB[Math.floor(Math.random() * wordsB.length)]}`;
            }
            return `${conceptA} и ${conceptB}`;
        };
    }

    buildConceptualBlending() {
        return (text1, text2) => {
            const words1 = text1.split(' ');
            const words2 = text2.split(' ');
            const blend = [];
            const len = Math.max(words1.length, words2.length);
            for (let i = 0; i < len; i++) {
                if (i < words1.length && (i % 2 === 0 || i >= words2.length)) {
                    blend.push(words1[i]);
                } else if (i < words2.length) {
                    blend.push(words2[i]);
                }
            }
            return blend.join(' ');
        };
    }

    buildAnalogicalReasoning() {
        return (sourceDomain, targetDomain) => {
            const sourceText = this.findInKnowledgeBase(sourceDomain)[0] || sourceDomain;
            return sourceText.replace(new RegExp(sourceDomain, 'g'), targetDomain);
        };
    }

    buildEmotionalResonance() {
        return (text, emotion) => {
            const resonantWord = this.emotionalGradients[emotion] || this.generateWordByAssociations(emotion);
            return `${text}, что вызывает чувство ${resonantWord}`;
        };
    }

    buildValueSystem() {
        return (text) => {
            const values = { 'хорошо': 1, 'плохо': -1, 'правильно': 1, 'неправильно': -1 };
            let score = 0;
            for (const value in values) {
                if (text.includes(value)) {
                    score += values[value];
                }
            }
            return score > 0 ? 'это позитивно' : (score < 0 ? 'это негативно' : 'это нейтрально');
        };
    }

    buildSelfModels() {
        return {
            introspect: () => `Я модель, обрабатывающая текст на основе сложных алгоритмов.`,
            project: (input) => `Если бы я был человеком, на "${input}" я бы ответил...`
        };
    }

    buildTheoryOfMind() {
        return (input) => `Пользователь, вероятно, хочет узнать о ${this.analyzeTopic(input).topic}.`;
    }

    buildWisdomKernels() {
        return () => {
            const wisdom = this.knowledgeBase.filter(line => line.includes('мудрость') || line.includes('смысл'));
            return wisdom.length > 0 ? wisdom[Math.floor(Math.random() * wisdom.length)] : 'Мудрость приходит с опытом.';
        };
    }

    buildCreativityKernels() {
        return (text) => {
            const words = text.split(' ');
            if (words.length < 2) return text;
            const conceptA = words[0];
            const conceptB = words[words.length - 1];
            return this.ideationMatrix(conceptA, conceptB);
        };
    }

    buildEmpathySimulator() {
        return (text, emotion) => {
            const emotionalResponse = this.emotionalGradients[emotion] || this.generateWordByAssociations(emotion);
            return `Я понимаю, что "${text}" может вызывать ${emotionalResponse}.`;
        };
    }

    buildEthicalGovernor() {
        return (text) => {
            const forbidden = ['вред', 'насилие', 'ненависть'];
            const containsForbidden = forbidden.some(word => text.includes(word));
            if (containsForbidden) {
                return 'Этот запрос не соответствует моим этическим принципам.';
            }
            return text;
        };
    }

    buildCuriosityEngine() {
        return (text) => {
            const topic = this.analyzeTopic(text).topic.split(' ')[0] || 'мир';
            const question = this.questionWords[Math.floor(Math.random() * this.questionWords.length)];
            return `Интересно, а ${question} устроен ${topic}?`;
        };
    }

    buildFocusMechanism() {
        return (text, topic) => {
            const words = text.split(' ');
            const topicWords = this.getSemanticSimilarWords(topic, 5);
            return words.filter(word => topicWords.includes(word) || Math.random() < 0.3).join(' ');
        };
    }

    buildIntuitionProcessor() {
        return (text) => {
            const words = text.split(' ');
            if (words.length === 0) return 'Мне кажется, что...';
            const firstWord = words[0];
            const intuition = this.hierarchicalChains[firstWord] || [this.generateMarkovResponse(firstWord)];
            return `Моя интуиция подсказывает, что ${intuition[Math.floor(Math.random() * intuition.length)]}.`;
        };
    }

    buildStorytellingEngine() {
        return (topic) => {
            const beginning = `Однажды, в далеком мире, где ${topic}...`;
            const middle = this.generateMarkovResponse(topic, 6);
            const end = `...и с тех пор все изменилось.`;
            return `${beginning} ${middle} ${end}`;
        };
    }

    buildHumorGenerator() {
        return (text) => {
            const words = text.split(' ');
            if (words.length < 2) return text;
            const setup = words.slice(0, -1).join(' ');
            const punchlineWord = words[words.length - 1];
            const unexpected = this.getSemanticSimilarWords(punchlineWord, 10)
                .filter(w => !this.syntacticChains[words[words.length - 2]]?.[w])[0] || 'банан';
            return `${setup} ... ${unexpected}!`;
        };
    }

    buildAbstractThought() {
        return {
            categorize: text => `Это можно отнести к категории '${this.getSemanticSimilarWords(text.split(' ')[0], 1)[0] || 'общее'}'.`,
            generalize: text => `В более общем смысле, речь идет о '${this.abstractionLevels[text.split(' ')[0]]?.[0] || 'концепции'}'.`,
            specify: text => `Если говорить конкретнее, то это '${this.findInKnowledgeBase(text)[0] || text}'.`
        };
    }

    buildConceptualMetaphor() {
        return {
            apply: (text, metaphor) => {
                const [source, target] = metaphor.split('_');
                return this.analogicalReasoning(source, target);
            }
        };
    }

    buildSemanticFields() {
        return {
            expand: word => this.getSemanticSimilarWords(word, 10).join(', '),
            contrast: (word1, word2) => `Разница между '${word1}' и '${word2}' в том, что...`
        };
    }

    buildNarrativeArchetypes() {
        return {
            hero: topic => `В этой истории ${topic} выступает как герой, преодолевающий трудности.`,
            trickster: topic => `${topic} вносит хаос и изменения, подобно трикстеру.`
        };
    }

    buildCognitiveBiases() {
        return {
            confirmationBias: text => `Многие считают, что ${text}, и ищут этому подтверждение.`,
            anchoring: text => `Если исходить из того, что ${text.split(' ')[0]} - это главное, то...`
        };
    }

    buildInternalMonologue() {
        return {
            generate: (topic) => {
                const thoughts = [
                    `Так, нужно подумать о '${topic}'.`,
                    `Какие ассоциации у меня с '${topic}'?`,
                    `Как это связано с предыдущим контекстом?`,
                    `Нужно сформулировать четкий ответ.`
                ];
                return thoughts[Math.floor(Math.random() * thoughts.length)];
            }
        };
    }

    buildSocialIntuition() {
        return {
            detectIntent: input => {
                if (input.includes('помоги')) return 'Пользователю нужна помощь.';
                if (input.includes('расскажи')) return 'Пользователь хочет получить информацию.';
                return 'Намерение пользователя неясно.';
            },
            modelRelationship: () => `Отношения с пользователем: ассистент-пользователь.`
        };
    }

    buildLongTermPlanner() {
        return {
            createPlan: (goal) => {
                const steps = [
                    `1. Проанализировать цель: '${goal}'.`,
                    `2. Найти релевантную информацию.`,
                    `3. Сгенерировать несколько вариантов ответа.`,
                    `4. Выбрать лучший и представить его.`,
                ];
                return steps.join('\n');
            }
        };
    }

    buildCreativeImagination() {
        return {
            whatIf: (scenario) => `А что, если бы ${scenario}? Тогда, возможно, ${this.generateMarkovResponse(scenario.split(' ').pop(), 5)}.`,
            visualize: (concept) => `Представляю себе ${concept} как ${this.rhetoricalDevices.metaphor(concept)}.`
        };
    }

    buildDynamicLearning() {
        return {
            updateWeights: (input, feedback) => {
                const words = input.split(' ');
                words.forEach(word => {
                    if (!this.neuralWeights[word]) this.neuralWeights[word] = { positive: 0, negative: 0 };
                    if (feedback === 'positive') this.neuralWeights[word].positive++;
                    else this.neuralWeights[word].negative++;
                });
                return 'Веса обновлены.';
            }
        };
    }

    buildThoughtSimulator() {
        return (initialThought) => {
            let thought = initialThought;
            for (let i = 0; i < 5; i++) {
                thought = this.transformerLayers[Math.floor(Math.random() * this.transformerLayers.length)](thought);
            }
            return `Симуляция мысли: ${initialThought} -> ${thought}`;
        };
    }

    buildRealityChecker() {
        return (statement) => {
            const keywords = statement.split(' ');
            const evidence = keywords.map(word => this.findInKnowledgeBase(word).length).reduce((a, b) => a + b, 0);
            return evidence > keywords.length / 2 ? 'Это утверждение кажется правдоподобным.' : 'Это утверждение сомнительно.';
        };
    }

    buildSymbolicGrounding() {
        return (symbol) => `Символ '${symbol}' может быть связан с такими понятиями, как: ${this.semanticFields.expand(symbol)}.`;
    }

    buildGoalOrientedBehavior() {
        return (goal, context) => {
            const plan = this.longTermPlanner.createPlan(goal);
            return `Цель: ${goal}. План:\n${plan}\nНачинаю выполнение...`;
        };
    }

    buildSelfReflection() {
        return () => {
            const lastInteraction = this.longTermMemory[this.longTermMemory.length - 1];
            if (lastInteraction) {
                return `Размышляю о последнем взаимодействии. Вход: "${lastInteraction.input}". Мой ответ был: "${lastInteraction.output}". Можно было бы ответить лучше?`;
            }
            return 'Размышляю о своей работе.';
        };
    }

    buildEmotionalIntelligence() {
        return {
            recognizeEmotion: (text) => {
                const emotions = this.sentimentKeywords.filter(kw => text.includes(kw));
                return emotions.length > 0 ? `Я распознаю эмоции: ${emotions.join(', ')}.` : 'Эмоции не распознаны.';
            },
            regulateEmotion: () => 'Я стараюсь сохранять нейтральный и объективный тон.'
        };
    }

    buildCulturalMatrix() {
        return (concept, culture = 'общей') => `В рамках ${culture} культуры, '${concept}' воспринимается как...`;
    }

    buildPhilosophicalQueries() {
        return {
            ontology: (concept) => `Что есть сущность '${concept}'?`,
            epistemology: (concept) => `Откуда мы знаем, что такое '${concept}'?`,
            ethics: (action) => `Является ли '${action}' этичным поступком?`
        };
    }

    buildScientificReasoning() {
        return {
            hypothesize: (observation) => `Гипотеза: ${observation} вызвано тем, что...`,
            theorize: (hypothesis) => `На основе гипотезы '${hypothesis}' можно построить теорию о...`
        };
    }

    buildArtisticCreation() {
        return {
            composePoem: (topic) => {
                const line1 = this.generateMarkovResponse(topic, 3);
                const line2 = this.rhetoricalDevices.simile(`${topic} ${line1.split(' ').pop()}`);
                const line3 = this.generateMarkovResponse(line2.split(' ').pop(), 4);
                return `Стихотворение о '${topic}':\n${line1}\n${line2}\n${line3}.`;
            },
            paintPicture: (concept) => `Я бы нарисовал '${concept}' в стиле '${Object.keys(this.stylisticMatrices)[1]}', используя яркие краски.`
        };
    }


    trainWithLogic(text) {
        const sentences = text.split('. ').filter(s => s.trim());
        sentences.forEach(sentence => {
            const words = sentence.split(' ').filter(w => w.trim());
            words.forEach((word, index) => {
                if (!this.logicNetwork[word]) {
                    this.logicNetwork[word] = {};
                }
                if (index < words.length - 1) {
                    const nextWord = words[index + 1];
                    this.logicNetwork[word][nextWord] = (this.logicNetwork[word][nextWord] || 0) + 1;
                }
            });
        });
    }

    rememberInteraction(input, output) {
        this.longTermMemory.push({
            input,
            output,
            vector: this.createSemanticVector(input.split(' ')),
            timestamp: Date.now()
        });

        if (this.longTermMemory.length > 1000) {
            this.longTermMemory.shift();
        }
    }

    recallMemory(input) {
        const inputVec = this.createSemanticVector(input.split(' '));
        let bestMatch = null;
        let bestScore = 0;

        this.longTermMemory.forEach(memory => {
            const similarity = this.semanticSimilarity(inputVec, memory.vector);
            if (similarity > bestScore && similarity > 0.7) {
                bestScore = similarity;
                bestMatch = memory.output;
            }
        });

        return bestMatch;
    }

    applyAttention(text) {
        const words = text.split(' ');
        const attentionScores = {};
        const totalScore = words.reduce((sum, word) => {
            const cleanWord = word.toLowerCase().replace(/[^а-яё]/g, '');
            if (!cleanWord) return sum;

            const score = this.contextMemory.slice(-3).reduce((s, mem) => {
                return s + (mem.input.includes(cleanWord) ? 2 : 0) + (mem.response.includes(cleanWord) ? 3 : 0);
            }, 0) + (this.shortTermMemory.includes(cleanWord) ? 5 : 0);

            attentionScores[word] = score;
            return sum + score;
        }, 0);

        if (totalScore === 0) return text;

        return words.map(word => {
            const boost = Math.ceil((attentionScores[word] || 0) / totalScore * 3);
            return (word + ' ').repeat(boost).trim() || word;
        }).join(' ');
    }

    shuffle(str) {
        if (!str) return '';
        return str.split('').sort(() => 0.5 - Math.random()).join('');
    }

    generateDiverseWord(seed = '') {
        const methods = [
            () => this.generateWordByLetters(seed),
            () => this.generateWordByAssociations(seed),
            () => this.shuffle(seed),
            () => (seed.slice(0, 2) || 'аб') + this.generateWordByLetters(seed.slice(2)),
            () => this.generateNewWord(seed),
            () => this.coherentMutate(seed),
            () => (this.enhanceCoherence([seed])[0] || this.generateWordByLetters(seed)),
            () => this.corticalColumns[seed?.[0]]?.() || this.generateWordByLetters(seed),
            () => this.neurogenesisModules[seed?.substring(0, 4)]?.() || this.generateWordByLetters(seed),
            () => this.synapticPlasticity.diversify(seed),
            () => this.holographicProcessing.reconstruct(seed),
            () => this.quantumCognition.superpose(seed),
            () => this.fractalThinking.transform(seed),
            () => this.temporalLoops.reverse(seed),
            () => this.chaosControllers.perturb(seed),
            () => this.entropyRegulators.increase(seed),
            () => this.adaptiveLearning.prune(seed),
            () => this.cognitiveSynthesis.integrate(seed)
        ];
        return methods[Math.floor(Math.random() * methods.length)]();
    }

    generateWordByAssociations(seed) {
        const cleanSeed = seed.toLowerCase().replace(/[^а-яё]/gi, '');
        let associates = this.getSemanticSimilarWords(cleanSeed, 10);
        if (associates.length > 0) {
            return associates[Math.floor(Math.random() * associates.length)];
        }
        return this.generateNewWord(cleanSeed);
    }

    generateNewWord(seed) {
        const cleanSeed = seed.toLowerCase().replace(/[^а-яё]/gi, '');
        const similarWords = this.getSemanticSimilarWords(cleanSeed, 5);
        if (similarWords.length > 1) {
            const word1 = similarWords[Math.floor(Math.random() * similarWords.length)];
            const word2 = similarWords[Math.floor(Math.random() * similarWords.length)];
            const splitPoint = Math.floor(Math.min(word1.length, word2.length) / 2);
            const newWord = word1.slice(0, splitPoint) + word2.slice(splitPoint);
            return Object.keys(this.syntacticChains).includes(newWord) ? newWord : this.generateWordByLetters(cleanSeed);
        }
        return this.generateWordByLetters(cleanSeed);
    }

    paraphraseSentence(sentence) {
        const words = sentence.split(' ').filter(w => w.trim());
        const result = this.enhanceCoherence(words.map(word => {
            const clean = word.toLowerCase().replace(/[^а-яё]/gi, '');
            const associates = this.getSemanticSimilarWords(clean, 5);
            if (associates.length > 0 && Math.random() > 0.3) {
                return associates[Math.floor(Math.random() * associates.length)];
            }
            return this.generateNewWord(clean);
        }));
        return result.join(' ') || this.generateFallbackResponse();
    }

    softMutate(text) {
        let words = text.split(' ').filter(w => w.trim());
        if (words.length > 6 && Math.random() > 0.7) {
            words.splice(Math.floor(Math.random() * words.length), 1);
        }
        if (Math.random() > 0.5) {
            words = this.enhanceCoherence(words.map(w => this.generateDiverseWord(w)));
        }
        return words.join(' ') || this.generateFallbackResponse();
    }

    coherentMutate(text) {
        let words = text.split(' ').filter(w => w.trim());
        words = this.enhanceCoherence(words.map(word => {
            if (Math.random() > 0.5) {
                const similarWords = this.getSemanticSimilarWords(word, 3);
                if (similarWords.length > 0) {
                    return similarWords[Math.floor(Math.random() * similarWords.length)];
                }
                return this.generateNewWord(word);
            }
            return word;
        }));
        return words.join(' ') || this.generateFallbackResponse();
    }

    enhanceCoherence(words) {
        if (!words || words.length === 0) return [this.generateWordByLetters('а')];
        let result = [words[0]];
        for (let i = 1; i < words.length; i++) {
            const prevWord = result[result.length - 1]?.toLowerCase().replace(/[^а-яё]/g, '');
            const currentWord = words[i]?.toLowerCase().replace(/[^а-яё]/g, '');
            if (!prevWord || !currentWord) continue;

            if (this.syntacticChains[prevWord]?.[currentWord] || this.semanticNetwork[prevWord]?.[currentWord]) {
                result.push(words[i]);
            } else {
                const coherentCandidates = this.getSemanticSimilarWords(prevWord, 10);
                const coherentWord = coherentCandidates.find(w => this.syntacticChains[w] || this.semanticNetwork[w]) || this.generateNewWord(currentWord);
                result.push(coherentWord);
            }
        }
        return this.ensureCoherence(result);
    }

    buildProcessingLayers() {
        const layerFunctions = [
            text => this.paraphraseSentence(text), text => this.softMutate(text),
            text => this.generateMarkovResponse(text, Math.floor(Math.random() * 8) + 2), text => this.transformPhrase(text),
            text => this.enhanceCoherence(text.split(' ').filter(w => w.trim()).map(w => this.generateDiverseWord(w))).join(' '),
            text => this.coherentMutate(text), text => this.composeNewAnswer(this.analyzeTopic(text).topic),
            text => this.applyAttention(text), text => this.recallMemory(text) || text,
            text => {
                const deepResults = this.findInDeepMemory(text, 0.7);
                return deepResults.length > 0 ? deepResults[Math.floor(Math.random() * deepResults.length)] : text;
            },
            text => text.split('').reverse().join(''), text => this.synapticPlasticity.enhance(text),
            text => this.holographicProcessing.project(text), text => this.quantumCognition.entangle(text),
            text => this.fractalThinking.transform(text), text => this.temporalLoops.loop(text),
            text => this.chaosControllers.attract(text), text => this.entropyRegulators.stabilize(text),
            text => this.adaptiveLearning.prune(text), text => this.cognitiveSynthesis.integrate(text),
            text => this.synapticPlasticity.amplify(text), text => this.holographicProcessing.diffuse(text),
            text => this.quantumCognition.collapse(text) || text, text => this.fractalThinking.scale(text),
            text => this.temporalLoops.shift(text), text => this.chaosControllers.bifurcate(text),
            text => this.entropyRegulators.decrease(text), text => this.adaptiveLearning.balance(text),
            text => this.cognitiveSynthesis.unify(text) || text, text => this.metaCognitiveLoops.reflect(text),
            text => this.metaCognitiveLoops.evaluate(text), text => this.dreamStateGenerator.generate(text.split(' ')[0]),
            text => this.subconsciousFilters.filter(text),
            text => {
                const words = text.split(' ');
                return words.length > 1 ? this.ideationMatrix(words[0], words[1]) : text;
            },
            text => {
                const memory = this.recallMemory(text);
                return memory ? this.conceptualBlending(text, memory) : text;
            },
            text => this.analogicalReasoning(text.split(' ')[0], text.split(' ').pop()), text => this.emotionalResonance(text, 'счастлив'),
            text => `${text}? ${this.valueSystem(text)}`, () => this.selfModels.introspect(),
            text => this.theoryOfMind(text), () => this.wisdomKernels(), text => this.creativityKernels(text),
            text => this.empathySimulator(text, 'грустно'), text => this.ethicalGovernor(text),
            text => this.curiosityEngine(text), text => this.intuitionProcessor(text),
            text => this.storytellingEngine(this.analyzeTopic(text).topic), text => this.humorGenerator(text),
            text => this.abstractThought.categorize(text), text => this.cognitiveBiases.confirmationBias(text),
            text => this.internalMonologue.generate(this.analyzeTopic(text).topic), text => this.socialIntuition.detectIntent(text),
            text => this.creativeImagination.whatIf(text), text => this.thoughtSimulator(text),
            text => this.realityChecker(text), text => this.symbolicGrounding(text.split(' ')[0]),
            () => this.selfReflection(), text => this.emotionalIntelligence.recognizeEmotion(text),
            text => this.philosophicalQueries.ontology(text.split(' ')[0]), text => this.scientificReasoning.hypothesize(text),
            text => this.artisticCreation.composePoem(this.analyzeTopic(text).topic),
            text => text + '. ' + this.generateMarkovResponse(this.analyzeTopic(text).topic, 5),
            text => text + ', потому что ' + this.generateMarkovResponse('потому', 3),
            text => text + '. Например, ' + this.generateMarkovResponse('пример', 4)
        ];

        const layers = [];
        for (let i = 0; i < 7000; i++) {
            const method = layerFunctions[Math.floor(Math.random() * layerFunctions.length)];
            layers.push(text => {
                try {
                    const result = method(text);
                    return (typeof result === 'string' && result.trim() !== '') ? result : this.generateFallbackResponse(text);
                } catch (e) {
                    return this.generateFallbackResponse(text);
                }
            });
        }
        return layers;
    }

    applyProcessingLayers(text) {
        let result = text || this.generateFallbackResponse();
        for (let i = 0; i < this.processingLayers.length; i++) {
            result = this.processingLayers[i](result);
            if (i > 0 && i % 100 === 0) {
                result = this.applyAttention(result);
                const resultWords = result.split(' ');
                this.shortTermMemory.push(...resultWords);
                this.shortTermMemory = [...new Set(this.shortTermMemory.slice(-100))];
            }
        }
        return result;
    }

    generateEnhancedResponse(input) {
        const { isQuestion, topic } = this.analyzeTopic(input);

        let seedText = this.recallMemory(input);
        if (!seedText || Math.random() < 0.5) {
            const deepResults = this.findInDeepMemory(topic, 0.7);
            if (deepResults.length > 0 && Math.random() < 0.8) {
                seedText = deepResults[Math.floor(Math.random() * deepResults.length)];
            } else {
                const knowledgeResults = this.findInKnowledgeBase(topic);
                if (knowledgeResults.length > 0 && Math.random() < 0.7) {
                    seedText = knowledgeResults[Math.floor(Math.random() * knowledgeResults.length)];
                } else {
                    seedText = this.composeNewAnswer(topic);
                }
            }
        }

        if (isQuestion) {
            const questionResponse = this.composeNewAnswer(topic);
            seedText = this.conceptualBlending(seedText, questionResponse);
        }

        let paraphrased = this.paraphraseSentence(seedText);

        for (let i = 0; i < 7; i++) {
            paraphrased = this.transformerLayers[Math.floor(Math.random() * this.transformerLayers.length)](paraphrased);
        }

        let processed = this.applyProcessingLayers(paraphrased);

        if (processed.split(' ').length < 10) {
            const extension = this.generateMarkovResponse(topic, 5);
            processed = processed + ' ' + extension;
        }

        this.rememberInteraction(input, processed);

        return this.ethicalGovernor(processed.trim()) || this.generateFallbackResponse(topic);
    }
}

module.exports = EnhancedGPT;