EntangleAI: Where Quantum Physics Meets Artificial Intelligence

The Spark

The Challenge

The Innovation

1. AI-Powered Understanding

typescriptCopy// Quantum-aware chat interface
interface QuantumChatMessage {
  content: string;
  type: 'question' | 'explanation' | 'visualization';
  conceptLevel: 'beginner' | 'intermediate' | 'advanced';
  relatedConcepts: string[];
}

const QuantumChat: React.FC = () => {
  const [messages, setMessages] = useState<QuantumChatMessage[]>([]);
  const [userLevel, setUserLevel] = useState<string>('beginner');

  const handleQuestion = async (question: string) => {
    // Adaptive response generation based on user's level
    const response = await generateQuantumExplanation(question, userLevel);
    // Dynamic visualization selection
    const visualization = selectRelevantVisualization(response.concepts);
    
    updateChat(response, visualization);
  };
};

2. Interactive Visualizations

3. Adaptive Learning System

Technical Architecture

Frontend Architecture

typescriptCopy// Core chat interface with quantum physics context
// /client/src/components/chat/chat-interface.tsx
interface ChatInterfaceProps {
  onMessageSend: (message: string) => void;
  isLoading: boolean;
  messages: QuantumMessage[];
}

const ChatInterface: React.FC<ChatInterfaceProps> = ({
  onMessageSend,
  isLoading,
  messages
}) => {
  const { isMobile } = useMobile();
  const { showToast } = useToast();
  
  return (
    <div className="flex flex-col space-y-4 quantum-bg">
      <div className="messages-container">
        {messages.map(message => (
          <ChatMessage
            key={message.id}
            content={message.content}
            type={message.type}
            visualizations={message.quantumVisuals}
          />
        ))}
      </div>
      {/* Input with quantum-themed styling */}
      <MessageInput 
        onSend={onMessageSend}
        disabled={isLoading}
        placeholder="Ask about quantum physics..."
      />
    </div>
  );
};

typescriptCopy// Custom hook for chat functionality
// /client/src/hooks/use-chat.ts
export const useChat = () => {
  const queryClient = useQueryClient();
  
  const mutation = useMutation({
    mutationFn: async (message: string) => {
      const response = await fetch('/api/quantum-chat', {
        method: 'POST',
        body: JSON.stringify({ message, context: 'quantum-physics' })
      });
      return response.json();
    },
    onSuccess: (data) => {
      queryClient.invalidateQueries(['chat-history']);
      updateQuantumVisualizations(data.concepts);
    }
  });

  return {
    sendMessage: mutation.mutate,
    isLoading: mutation.isLoading,
    error: mutation.error
  };
};

typescriptCopy// Particle visualization component
const QuantumParticle: React.FC<ParticleProps> = ({ state, position }) => {
  const [probability, setProbability] = useState<number>(0);
  
  useEffect(() => {
    // Calculate quantum state probabilities
    const waveFunctionCollapse = calculateProbability(state);
    setProbability(waveFunctionCollapse);
  }, [state]);

  return (
    <motion.div 
      className="quantum-particle"
      animate={{
        scale: probability,
        opacity: state === 'superposition' ? 0.5 : 1
      }}
    >
      {/* Quantum state visualization */}
    </motion.div>
  );
};

Backend Intelligence

Educational Impact

Technical Innovation

1. Modern Stack Implementation

typescriptCopy// Database schema for quantum concepts
export const quantumConceptsSchema = pgTable('quantum_concepts', {
  id: serial('id').primaryKey(),
  name: text('name').notNull(),
  description: text('description').notNull(),
  difficulty: integer('difficulty').notNull(),
  relatedConcepts: json('related_concepts'),
  visualizations: json('visualizations'),
});

2. Advanced Frontend Features

typescriptCopy// Custom hook for mobile responsiveness
// /client/src/hooks/use-mobile.ts
export const useMobile = () => {
  const [isMobile, setIsMobile] = useState(false);

  useEffect(() => {
    const checkMobile = () => {
      setIsMobile(window.innerWidth < 768);
    };
    
    window.addEventListener('resize', checkMobile);
    checkMobile();
    
    return () => window.removeEventListener('resize', checkMobile);
  }, []);

  return { isMobile };
};

typescriptCopy// Three.js quantum particle system
// /client/src/components/visualizations/quantum-particle.tsx
const QuantumParticleSystem: React.FC<ParticleSystemProps> = ({
  particleCount,
  entanglementPairs
}) => {
  const particleRef = useRef<THREE.Points>();
  
  useFrame(() => {
    if (!particleRef.current) return;
    // Update quantum particle positions and states
    updateParticleEntanglement(particleRef.current, entanglementPairs);
  });

  return (
    <Points ref={particleRef}>
      <bufferGeometry>
        <float32BufferAttribute attach="attributes-position" count={particleCount} />
      </bufferGeometry>
      <pointsMaterial size={2} sizeAttenuation transparent />
    </Points>
  );
};

3. Real-Time Features

Future Development

Impact & Results

Technical Stack

Learning Journey

Summary