agents.html

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title: AI Agents - Cassandra Docs
description: Learn about the three AI agents in Cassandra's autonomous intelligence pipeline.
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    <h1 class="text-4xl md:text-5xl font-bold text-center mb-12">
      Autonomous Intelligence Pipeline
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        <h3 class="text-2xl font-semibold mb-4">SEGMENTATION AGENT</h3>
        <p class="mb-4">Automated 3D Tumor Detection</p>
        <ul class="text-left space-y-2">
          <li>• Processes multi-modal MRI (T1, T2, FLAIR, T1CE)</li>
          <li>• MONAI + PyTorch deep learning models</li>
          <li>• Outputs standardized NIfTI segmentation masks</li>
          <li>• Identifies tumor boundaries in 3D space</li>
        </ul>
        <p class="mt-4 text-sm">Technology: MONAI • PyTorch • Python</p>
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        <i class="fas fa-chart-bar text-6xl text-bleu-arctique mb-4"></i>
        <h3 class="text-2xl font-semibold mb-4">VOLUMETRY AGENT</h3>
        <p class="mb-4">Quantitative Analysis & Metrics</p>
        <ul class="text-left space-y-2">
          <li>• Computes precise tumor volumes</li>
          <li>• Calculates asymmetry ratios</li>
          <li>• Extracts radiomic features</li>
          <li>• Generates structured JSON reports</li>
        </ul>
        <p class="mt-4 text-sm">
          Technology: Python • Medical Imaging Libraries
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        <h3 class="text-2xl font-semibold mb-4">LLM ANALYSIS AGENT</h3>
        <p class="mb-4">Clinical Report Generation</p>
        <ul class="text-left space-y-2">
          <li>• Interprets quantitative results</li>
          <li>• Generates natural language summaries</li>
          <li>• Comparative analysis between studies</li>
          <li>• Context-aware medical insights via RAG</li>
        </ul>
        <p class="mt-4 text-sm">Technology: Gemini API • Vertex AI</p>
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