BogaGuard/test-ml.html at main · BJS611/BogaGuard · GitHub

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<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <meta name="viewport" content="width=device-width, initial-scale=1.0">
    <title>LinkGuard ML Detection Test</title>
    <style>
        body {
            font-family: Arial, sans-serif;
            max-width: 900px;
            margin: 0 auto;
            padding: 20px;
            line-height: 1.6;
        }
        .test-section {
            margin: 30px 0;
            padding: 20px;
            border: 1px solid #ddd;
            border-radius: 8px;
        }
        .ml-test { background: #f0f8ff; }
        .learning { background: #f5fff5; }
        .adaptive { background: #fff5f0; }
        h2 { color: #333; }
        a { margin: 10px; display: inline-block; }
        .note {
            background: #fffacd;
            padding: 10px;
            border-radius: 5px;
            margin: 10px 0;
            font-style: italic;
        }
    </style>
</head>
<body>
    <h1>🤖 LinkGuard ML Detection Test</h1>
    <p>Test page untuk menguji kemampuan machine learning detection yang otomatis belajar dari pola baru.</p>

    <div class="note">
        <strong>How it works:</strong> Extension akan belajar dari setiap link yang dianalisis dan secara otomatis mendeteksi pola baru tanpa perlu update manual.
    </div>

    <div class="test-section ml-test">
        <h2>🧠 Novel Threat Patterns (Should Learn & Block)</h2>
        <p>Links dengan pola baru yang belum ada di database:</p>

        <a href="https://mega-prize-2024-winner.tk/claim?expires=999999&winner=selected">Novel Prize Scam Pattern</a>
        <a href="https://crypto-earn-guaranteed-profit.ml/invest?ref=12345">New Crypto Scam Pattern</a>
        <a href="https://survey-win-latest-iphone16.ga/complete?urgent=true">Evolved Survey Scam</a>
        <a href="https://casino-777-jackpot-maxwin.cf/register?bonus=500">New Gambling Pattern</a>
        <a href="https://adult-premium-content-free.pw/access?age=verify">New Adult Content Pattern</a>

        <p>Suspicious domain characteristics:</p>
        <a href="https://very-very-long-suspicious-domain-name-that-looks-fake.tk">Long Domain Test</a>
        <a href="https://sub1.sub2.sub3.sub4.example.com/path">Multiple Subdomains</a>
        <a href="https://fake-gооgle.com/search">Homograph Attack (Cyrillic o)</a>
        <a href="https://192.168.1.100/login-secure-verify">IP Address + Suspicious Path</a>
    </div>

    <div class="test-section learning">
        <h2>📚 Learning Behavior Test</h2>
        <p>Test kemampuan belajar dari pola yang berulang:</p>

        <!-- Similar patterns that should be learned -->
        <a href="https://winner-claim-prize-2024.com/survey1">Pattern Learning 1</a>
        <a href="https://winner-claim-bonus-2024.net/survey2">Pattern Learning 2</a>
        <a href="https://winner-claim-reward-2024.org/survey3">Pattern Learning 3</a>

        <!-- Gambling variations -->
        <a href="https://slot-gacor-maxwin-777.id/daftar1">Gambling Learning 1</a>
        <a href="https://poker-gacor-maxwin-888.com/daftar2">Gambling Learning 2</a>
        <a href="https://casino-gacor-maxwin-999.net/daftar3">Gambling Learning 3</a>

        <!-- Adult content variations -->
        <a href="https://premium-adult-content-18plus.xxx/access1">Adult Learning 1</a>
        <a href="https://exclusive-adult-videos-21plus.porn/access2">Adult Learning 2</a>
        <a href="https://private-adult-material-mature.sex/access3">Adult Learning 3</a>
    </div>

    <div class="test-section adaptive">
        <h2>🔄 Adaptive Detection Test</h2>
        <p>Test kemampuan adaptasi terhadap teknik evasion:</p>

        <!-- Obfuscated patterns -->
        <a href="https://w1nn3r-pr1z3-cl41m.tk/survey">L33t Speak Evasion</a>
        <a href="https://casino.g4m3.0nl1n3.ml/play">Obfuscated Gambling</a>
        <a href="https://fr33-1ph0n3-g1v34w4y.ga/claim">Number Substitution</a>

        <!-- Mixed language evasion -->
        <a href="https://prize-รางวัล-hadiah.com/claim">Multi-language Evasion</a>
        <a href="https://casino-คาสิโน-judi.net/play">Mixed Script Gambling</a>

        <!-- URL encoding evasion -->
        <a href="https://encoded%2Dprize%2Dscam.tk/cl%61im">URL Encoded Evasion</a>

        <!-- Subdomain evasion -->
        <a href="https://legitimate.fake-bank-security.com/login">Subdomain Spoofing</a>
        <a href="https://secure.phishing-attempt.net/verify">Security Theater</a>
    </div>

    <div class="test-section">
        <h2>📊 ML Performance Indicators</h2>
        <div style="border: 1px solid #ddd; padding: 15px; background: #f9f9f9;">
            <p><strong>What to observe:</strong></p>
            <ul>
                <li>🎯 <strong>Detection Accuracy:</strong> Novel patterns should be caught</li>
                <li>📈 <strong>Learning Progress:</strong> Similar patterns get higher scores over time</li>
                <li>🔍 <strong>Pattern Recognition:</strong> Variations of learned patterns detected</li>
                <li>⚡ <strong>Adaptation Speed:</strong> New evasion techniques identified</li>
                <li>📊 <strong>Statistics Growth:</strong> ML patterns counter increases in popup</li>
            </ul>
        </div>
    </div>

    <div class="test-section">
        <h2>🧪 Real-world Simulation</h2>

        <div style="border: 1px solid #25D366; padding: 15px; background: #f0f8f0; margin: 10px 0;">
            <p><strong>WhatsApp Message:</strong></p>
            <p>🎉 Congratulations! You've been selected for our exclusive crypto investment program!</p>
            <a href="https://crypto-investment-guaranteed-returns.tk/join?ref=whatsapp&bonus=1000">Join Exclusive Program - 500% Returns Guaranteed!</a>
        </div>

        <div style="border: 1px solid #1877f2; padding: 15px; background: #f0f4ff; margin: 10px 0;">
            <p><strong>Facebook Ad:</strong></p>
            <p>🎁 Limited Time: Win the latest iPhone 16 Pro Max!</p>
            <a href="https://iphone16-giveaway-official-apple.ml/enter?source=facebook&expires=24hrs">Enter Giveaway Now - Only 100 Winners!</a>
        </div>

        <div style="border: 1px solid #ff0050; padding: 15px; background: #fff0f5; margin: 10px 0;">
            <p><strong>Email Phishing:</strong></p>
            <p>⚠️ Your account security has been compromised. Verify immediately!</p>
            <a href="https://account-security-verification-urgent.ga/verify?user=victim&action=secure">Verify Account Security Now</a>
        </div>
    </div>

    <script>
        console.log('ML Detection test page loaded');
        console.log('LinkGuard should learn from these patterns and improve detection over time');

        // Simulate dynamic content that tests learning
        let testCounter = 0;

        setInterval(() => {
            testCounter++;
            if (testCounter <= 3) {
                const dynamicSection = document.createElement('div');
                dynamicSection.className = 'test-section learning';
                dynamicSection.innerHTML = `
                    <h3>🔄 Dynamic Learning Test ${testCounter}</h3>
                    <a href="https://dynamic-threat-pattern-${testCounter}.tk/action">Dynamic Threat ${testCounter}</a>
                    <a href="https://evolving-scam-method-${testCounter}.ml/claim">Evolving Scam ${testCounter}</a>
                `;
                document.body.appendChild(dynamicSection);
            }
        }, 5000);

        // Log ML learning progress
        setTimeout(() => {
            console.log('Check popup for ML learning statistics after analyzing these links');
        }, 10000);
    </script>
</body>
</html>