Scenario: Automating a Quantum-Driven Financial Model

include "quantum_tools.q256";
include "data_tools.q256";
include "fintech_tools.q256";
include "networking_tools.q256";
include "security_tools.q256";

// Step 1: Load Data
dataframe stock_data = load_csv("stocks.csv");

// Step 2: Normalize Data
dataframe normalized_data = normalize(stock_data, columns=["price", "volume"]);

// Step 3: Train Machine Learning Model
model = train_model(normalized_data, model_type="regression", params={"alpha": 0.01});

// Step 4: Quantum Optimization
qubit q[4];
qam_gate(amplitude=0.8, phase=pi/4) q[0];
entangle q[0], q[1];
measure q -> results;

// Step 5: Execute Fintech Operations
portfolio p = Portfolio(stocks=["AAPL", "TSLA"], weights=[0.7, 0.3]);
risk = calculate_risk(p);

// Step 6: Securely Transmit Results
packet results_packet = create_packet(src="192.168.1.100", dest="192.168.1.101", payload=risk.to_string());
encrypt(results_packet, algorithm="AES");
send_packet(results_packet);


NETWORK
library networking_tools {
    function create_packet(string src, string dest, string payload) {
        // Create a network packet
        ...
    }
    function send_packet(packet p) {
        // Transmit a packet
        ...
    }
    function simulate_network(string topology) {
        // Simulate a network topology
        ...
    }
}



FINTECH LIBRARY
library fintech_tools {
    function calculate_risk(portfolio p) {
        // Compute portfolio risk
        ...
    }
    function execute_trade(string symbol, float amount) {
        // Execute stock trade
        ...
    }
    function deploy_smart_contract(string code) {
        // Deploy blockchain smart contract
        ...
    }
}

library quantum_tools {
    function qam_gate(float amplitude, float phase, qubit q) {
        // Apply QAM-like encoding
        ...
    }
    function entangle(qubit q1, qubit q2) {
        // Create entanglement
        ...
    }
    function hybrid_compute(qubit q, function classical_fn) {
        // Hybrid classical-quantum computation
        ...
    }
}



library security_tools {
    function network_scan(string ip_range) {
        // Scan network for open ports and vulnerabilities
        ...
    }
    function exploit_vulnerability(string vuln_id) {
        // Run an exploit against a vulnerability
        ...
    }
    function encrypt(data, string algorithm) {
        // Encrypt data using AES, RSA, etc.
        ...
    }
}


library automation_tools {
    function schedule_task(string cron, task t) {
        // Schedule a task using cron
        ...
    }
    function run_task(task t) {
        // Execute task
        ...
    }
    function notify(string email, string message) {
        // Send email notifications
        ...
    }
}


library data_tools {
    function load_csv(string path) {
        // Load CSV into a dataframe
        ...
    }
    function normalize(dataframe df, array columns) {
        // Normalize selected columns
        ...
    }
    function train_model(dataframe df, string model_type, params) {
        // Train ML model
        ...
    }
}