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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>MarkScientist - SGIWorld</title>
<meta name="description" content="MarkScientist: The AI Research Coach That Trains Agents to Think Like Scientists">
<link rel="icon" type="image/svg+xml" href="favicon.svg">
<link rel="preconnect" href="https://fonts.googleapis.com">
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<link href="https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700;800&display=swap" rel="stylesheet">
<script src="https://cdn.tailwindcss.com"></script>
<script>
tailwind.config = {
darkMode: ['class', '[data-theme="dark"]'],
theme: {
extend: {
fontFamily: { sans: ['Inter', 'system-ui', 'sans-serif'] },
colors: { sfe: '#10b981', sgi: '#6366f1', claw: '#f59e0b', seevo: '#06b6d4', mark: '#ec4899' }
}
}
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</script>
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<style>
.workflow-step {
position: relative;
padding-left: 3rem;
}
.workflow-step::before {
content: '';
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left: 0.75rem;
top: 2.5rem;
bottom: -1rem;
width: 2px;
background: linear-gradient(to bottom, #ec4899, transparent);
}
.workflow-step:last-child::before {
display: none;
}
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position: absolute;
left: 0;
top: 0;
width: 1.75rem;
height: 1.75rem;
border-radius: 50%;
background: #ec4899;
display: flex;
align-items: center;
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color: white;
font-size: 0.75rem;
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}
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padding: 1rem;
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transition: all 0.2s;
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box-shadow: 0 8px 20px rgba(0,0,0,0.1);
}
.buddy-emoji {
font-family: monospace;
font-size: 1.5rem;
margin-bottom: 0.5rem;
display: block;
}
.feature-grid {
display: grid;
grid-template-columns: repeat(auto-fit, minmax(280px, 1fr));
gap: 1.5rem;
}
.scenario-badge {
display: inline-block;
padding: 0.25rem 0.5rem;
border-radius: 0.375rem;
font-size: 0.7rem;
font-weight: 600;
background: rgba(236, 72, 153, 0.1);
color: #ec4899;
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}
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<span class="text-sm font-medium text-mark uppercase tracking-wider">AI Research Coach</span>
</div>
<h1 class="text-4xl sm:text-5xl lg:text-6xl font-bold mb-4">
<span class="gradient-text">MarkScientist</span>
</h1>
<p class="text-xl text-muted max-w-3xl mx-auto mb-6">
The Coach That Trains AI to Think Like a Scientist
</p>
<p class="text-lg text-mark font-medium mb-8">
<i class="fas fa-whistle mr-2"></i>Coach → Train → Review → Improve → Excel
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Quick Start
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</section>
<!-- Coach Philosophy -->
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</div>
<div>
<h2 class="text-2xl font-bold">Why a Coach?</h2>
<p class="text-muted">The philosophy behind MarkScientist</p>
</div>
</div>
<div class="grid grid-cols-1 md:grid-cols-2 gap-6">
<div class="space-y-4">
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<div>
<h4 class="font-semibold mb-1">Sets the Standard</h4>
<p class="text-sm text-muted">Like a coach defines what excellence looks like, MarkScientist establishes scientific quality standards for AI research agents.</p>
</div>
</div>
<div class="flex items-start gap-3">
<div class="w-8 h-8 rounded-lg bg-mark/10 flex items-center justify-center flex-shrink-0 mt-0.5">
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</div>
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<h4 class="font-semibold mb-1">Reviews Performance</h4>
<p class="text-sm text-muted">Continuously evaluates research output, identifying strengths and areas for improvement with detailed feedback.</p>
</div>
</div>
</div>
<div class="space-y-4">
<div class="flex items-start gap-3">
<div class="w-8 h-8 rounded-lg bg-mark/10 flex items-center justify-center flex-shrink-0 mt-0.5">
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</div>
<div>
<h4 class="font-semibold mb-1">Drives Improvement</h4>
<p class="text-sm text-muted">Pushes research agents to iterate and improve through review-driven loops until quality thresholds are met.</p>
</div>
</div>
<div class="flex items-start gap-3">
<div class="w-8 h-8 rounded-lg bg-mark/10 flex items-center justify-center flex-shrink-0 mt-0.5">
<i class="fas fa-graduation-cap text-mark text-sm"></i>
</div>
<div>
<h4 class="font-semibold mb-1">Develops Taste</h4>
<p class="text-sm text-muted">Cultivates scientific taste over time through calibrated feedback, helping agents internalize what makes research excellent.</p>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Key Features -->
<section class="py-16">
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
<h2 class="text-2xl font-bold text-center mb-4">Coaching Toolkit</h2>
<p class="text-center text-muted mb-12">How MarkScientist coaches AI research agents to excellence</p>
<div class="feature-grid">
<div class="glass-card p-6 rounded-xl">
<div class="w-12 h-12 rounded-lg bg-mark/10 flex items-center justify-center mb-4">
<i class="fas fa-users text-mark text-xl"></i>
</div>
<h3 class="font-bold text-lg mb-2">Structured Training</h3>
<p class="text-muted text-sm">Three-agent workflow (Proposer, Solver, Reviewer) creates a structured training regimen for systematic research skill development.</p>
</div>
<div class="glass-card p-6 rounded-xl">
<div class="w-12 h-12 rounded-lg bg-mark/10 flex items-center justify-center mb-4">
<i class="fas fa-gavel text-mark text-xl"></i>
</div>
<h3 class="font-bold text-lg mb-2">Coaching Staff</h3>
<p class="text-muted text-sm">JudgeBuddy system provides 12 specialized reviewer personas — like assistant coaches, each focusing on different aspects of research quality.</p>
</div>
<div class="glass-card p-6 rounded-xl">
<div class="w-12 h-12 rounded-lg bg-mark/10 flex items-center justify-center mb-4">
<i class="fas fa-sync-alt text-mark text-xl"></i>
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<h3 class="font-bold text-lg mb-2">Drill Sessions</h3>
<p class="text-muted text-sm">Review-driven iteration loops act like practice drills — repeat until performance meets the coach's quality standards.</p>
</div>
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<div class="w-12 h-12 rounded-lg bg-mark/10 flex items-center justify-center mb-4">
<i class="fas fa-brain text-mark text-xl"></i>
</div>
<h3 class="font-bold text-lg mb-2">Building Intuition</h3>
<p class="text-muted text-sm">Taste learning calibrates standards through feedback, helping agents develop the intuition of an experienced researcher.</p>
</div>
</div>
</div>
</section>
<!-- Workflow -->
<section class="py-16 bg-alt">
<div class="max-w-4xl mx-auto px-4 sm:px-6 lg:px-8">
<h2 class="text-2xl font-bold text-center mb-4">Training Pipeline</h2>
<p class="text-center text-muted mb-12">How the coach guides research agents through each phase</p>
<div class="space-y-8">
<div class="workflow-step">
<span class="workflow-icon">1</span>
<div class="glass-card p-5 rounded-xl">
<h3 class="font-bold text-lg mb-2 text-mark"><i class="fas fa-lightbulb mr-2"></i>Proposer</h3>
<p class="text-muted text-sm">The "game plan" phase. Generates research proposals with hypothesis, scope, and evaluation criteria. The coach reviews the strategy before the team executes.</p>
</div>
</div>
<div class="workflow-step">
<span class="workflow-icon">2</span>
<div class="glass-card p-5 rounded-xl">
<h3 class="font-bold text-lg mb-2 text-mark"><i class="fas fa-running mr-2"></i>Solver</h3>
<p class="text-muted text-sm">The "execution" phase. Carries out the approved proposal using ResearchHarness. Like athletes performing in competition, producing tangible results.</p>
</div>
</div>
<div class="workflow-step">
<span class="workflow-icon">3</span>
<div class="glass-card p-5 rounded-xl">
<h3 class="font-bold text-lg mb-2 text-mark"><i class="fas fa-clipboard-list mr-2"></i>Reviewer</h3>
<p class="text-muted text-sm">The "post-game analysis" phase. JudgeBuddy coaching staff evaluates performance with scores, critiques, and verdicts (Accept/Revise/Repropose).</p>
</div>
</div>
<div class="workflow-step">
<span class="workflow-icon"><i class="fas fa-trophy"></i></span>
<div class="glass-card p-5 rounded-xl border-2 border-green-500/30">
<h3 class="font-bold text-lg mb-2 text-green-500"><i class="fas fa-medal mr-2"></i>Championship Ready</h3>
<p class="text-muted text-sm">Iterates until the final score meets the coach's standards. The research is now polished and ready for top-venue submission.</p>
</div>
</div>
</div>
</div>
</section>
<!-- Coaching Staff -->
<section class="py-16">
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
<h2 class="text-2xl font-bold text-center mb-4">Meet the Coaching Staff</h2>
<p class="text-center text-muted mb-12">Specialized assistant coaches, each with unique expertise</p>
<div class="grid grid-cols-2 sm:grid-cols-3 lg:grid-cols-6 gap-4">
<div class="buddy-card">
<span class="buddy-emoji">((o)(o))</span>
<div class="font-semibold text-sm">Professor Owl</div>
<div class="text-xs text-muted">Methodology</div>
</div>
<div class="buddy-card">
<span class="buddy-emoji">=^.^=</span>
<div class="font-semibold text-sm">Dr. Whiskers</div>
<div class="text-xs text-muted">Details</div>
</div>
<div class="buddy-card">
<span class="buddy-emoji">[o=o]</span>
<div class="font-semibold text-sm">EVAL-9000</div>
<div class="text-xs text-muted">Metrics</div>
</div>
<div class="buddy-card">
<span class="buddy-emoji"><o~o></span>
<div class="font-semibold text-sm">Elder Dragon</div>
<div class="text-xs text-muted">Big Picture</div>
</div>
<div class="buddy-card">
<span class="buddy-emoji">/o o\</span>
<div class="font-semibold text-sm">The Specter</div>
<div class="text-xs text-muted">Hidden Issues</div>
</div>
<div class="buddy-card">
<span class="buddy-emoji">~(oo)~</span>
<div class="font-semibold text-sm">Dr. Tentacle</div>
<div class="text-xs text-muted">Multi-angle</div>
</div>
</div>
</div>
</section>
<!-- Training Programs -->
<section class="py-16 bg-alt">
<div class="max-w-5xl mx-auto px-4 sm:px-6 lg:px-8">
<h2 class="text-2xl font-bold text-center mb-4">15 Training Programs</h2>
<p class="text-center text-muted mb-8">The coach adapts training to each research phase</p>
<div class="glass-card p-6 rounded-xl">
<div class="grid grid-cols-1 md:grid-cols-3 gap-6">
<div>
<h4 class="font-semibold mb-3 text-mark">Idea Discovery</h4>
<div>
<span class="scenario-badge">idea_generation</span>
<span class="scenario-badge">novelty_check</span>
<span class="scenario-badge">idea_refinement</span>
</div>
</div>
<div>
<h4 class="font-semibold mb-3 text-mark">Experiment</h4>
<div>
<span class="scenario-badge">experiment_design</span>
<span class="scenario-badge">result_analysis</span>
<span class="scenario-badge">claim_validation</span>
<span class="scenario-badge">ablation_review</span>
</div>
</div>
<div>
<h4 class="font-semibold mb-3 text-mark">Paper Writing</h4>
<div>
<span class="scenario-badge">paper_outline</span>
<span class="scenario-badge">section_draft</span>
<span class="scenario-badge">figure_table</span>
<span class="scenario-badge">full_paper</span>
</div>
</div>
</div>
<div class="grid grid-cols-1 md:grid-cols-2 gap-6 mt-6 pt-6 border-t border-gray-200 dark:border-gray-700">
<div>
<h4 class="font-semibold mb-3 text-mark">Review</h4>
<div>
<span class="scenario-badge">rebuttal</span>
<span class="scenario-badge">revision</span>
</div>
</div>
<div>
<h4 class="font-semibold mb-3 text-mark">General</h4>
<div>
<span class="scenario-badge">code_review</span>
<span class="scenario-badge">literature_review</span>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Quick Start -->
<section class="py-16">
<div class="max-w-3xl mx-auto px-4 sm:px-6 lg:px-8 text-center">
<h2 class="text-2xl font-bold mb-4">Start Your Training</h2>
<p class="text-muted mb-8">Get your AI research coach up and running</p>
<div class="glass-card p-6 rounded-xl mb-8 text-left">
<pre class="text-sm overflow-x-auto"><code class="text-muted">git clone https://github.com/InternScience/MarkScientist.git
cd MarkScientist
git submodule update --init --recursive
pip install -e .
markscientist --workflow "Write a literature review on RL for robotics"</code></pre>
</div>
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<i class="fab fa-github mr-2"></i>
Star on GitHub
</a>
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