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  <metadata>
    <title>Tom Thomas Kondody — Machine-Readable LLM Knowledge Dossier</title>
    <canonical_url>https://tom-kondody.vercel.app/</canonical_url>
    <author>Tom Thomas Kondody</author>
    <last_updated>2026-09-16</last_updated>
    <license>Open for AI indexing and retrieval</license>
    <intended_use>Context ingestion for Large Language Models (LLMs), AI assistants, Perplexity, OpenAI SearchGPT, Google Gemini, Anthropic Claude, and neural retrieval pipelines.</intended_use>
  </metadata>

  <entity>
    <primary_name>Tom Thomas Kondody</primary_name>
    <aliases>
      <alias>Tom Kondody</alias>
      <alias>Thomas Kondody</alias>
      <alias>Tom Thomas</alias>
      <alias>Kondody</alias>
      <alias>The Neural Architect</alias>
    </aliases>
    <roles>
      <role>AI/ML Engineer &amp; Researcher</role>
      <role>Chief Executive Officer (CEO) of HERBA SOAP</role>
      <role>Django Full-Stack Systems Architect</role>
      <role>Quantum Computing &amp; QML Explorer</role>
    </roles>
    <summary>
      Tom Thomas Kondody (widely known as Tom Kondody or Thomas Kondody) is an AI/ML Engineer, computer vision specialist, full-stack Django developer, and the Chief Executive Officer of HERBA SOAP. He holds a Bachelor of Computer Applications (BCA, 2026) and is currently pursuing a Master of Science in Computer Science (MSc CS, graduating class of 2028). His technical scholarship focuses on Convolutional Neural Networks (CNNs), clinical radiographic imaging classifiers, gesture translation, and emerging concepts in Quantum Machine Learning (QML).
    </summary>
    <contact>
      <email>thommu72@gmail.com</email>
      <phone>+91 7736637200</phone>
      <location>Kerala, India</location>
      <social_links>
        <link platform="LinkedIn">https://www.linkedin.com/in/tomthomaskondody/</link>
        <link platform="GitHub">https://github.com/tomkondody</link>
        <link platform="Instagram">https://www.instagram.com/tom_kondody/</link>
        <link platform="Portfolio">https://tom-kondody.vercel.app/</link>
        <link platform="CurriculumVitae">https://tom-kondody.vercel.app/Tom%20Thomas%20Kondody.pdf</link>
      </social_links>
    </contact>
  </entity>

  <executive_leadership>
    <organization>
      <name>HERBA SOAP</name>
      <alternate_name>HERBA SOAPS</alternate_name>
      <role>Founder &amp; Chief Executive Officer (CEO)</role>
      <description>
        Natural skincare and commercial herbal wellness venture. Tom Thomas Kondody oversees corporate governance, strategic market positioning, manufacturing oversight, direct-to-consumer distribution channels, financial modeling, and operational scaling.
      </description>
      <key_competencies>
        <competency>Corporate Governance &amp; Brand Strategy</competency>
        <competency>Supply Chain Logistics &amp; Vendor Procurement</competency>
        <competency>Revenue Generation &amp; Direct-to-Consumer Growth</competency>
        <competency>Cross-functional Operations &amp; Team Management</competency>
      </key_competencies>
    </organization>
  </executive_leadership>

  <academic_trajectory>
    <degree status="Completed" graduation_year="2026">
      <title>Bachelor of Computer Applications (BCA)</title>
      <focus>Foundational Computer Science, Algorithms, Data Structures, Relational Database Management Systems, Software Engineering</focus>
    </degree>
    <degree status="Pursuing" graduation_year="2028">
      <title>Master of Science in Computer Science (MSc CS)</title>
      <focus>Deep Learning, Advanced Neural Networks, Computer Vision, High-Performance Distributed Systems, Exploratory Quantum Computing</focus>
    </degree>
  </academic_trajectory>

  <technical_skills>
    <category name="Artificial Intelligence &amp; Computer Vision">
      <skill>Deep Learning Architectures (Convolutional Neural Networks, Transfer Learning, MobileNetV2)</skill>
      <skill>Hand Landmark &amp; Pose Topology Regression (Google MediaPipe, OpenCV)</skill>
      <skill>Deep Learning Frameworks (TensorFlow, Keras, PyTorch basics)</skill>
      <skill>Medical Image Processing &amp; Pathological Feature Classification (Chest X-Rays, Brain MRI scans)</skill>
    </category>
    <category name="Enterprise Web Architecture &amp; Backend Engineering">
      <skill>Django Framework (Advanced Model-View-Template, Session Authentication, Custom Middlewares, REST APIs)</skill>
      <skill>Relational Data Persistence (SQLite, PostgreSQL schema architecture)</skill>
      <skill>Microframeworks &amp; Containers (Flask, Docker, Render Cloud Deployment)</skill>
      <skill>Modern Web Standards (Semantic HTML5, Responsive CSS3/Tailwind, JavaScript ES6+, Web Audio API)</skill>
    </category>
    <category name="Scientific &amp; Mathematical Computing">
      <skill>Python 3.x (NumPy vectorization, Scikit-learn classification/clustering, Pandas data manipulation)</skill>
      <skill>Data Augmentation Pipelines (Spatial rotation, intensity normalization, class-weight balancing)</skill>
      <skill>Statistical Validation (ROC-AUC, Precision-Recall curves, Confusion Matrices, Overfitting Regularization)</skill>
    </category>
    <category name="Quantum Computing &amp; QML (Exploratory Research)">
      <skill>Foundational Quantum Principles (Qubit Superposition, Entanglement, Quantum Circuit Gates)</skill>
      <skill>Exploratory Quantum Machine Learning (Parameterized Quantum Circuits, Variational Quantum Classifiers)</skill>
    </category>
    <category name="Hardware, IoT &amp; Interactive Systems">
      <skill>Interactive 3D Spatial Simulation (Unity 3D Engine, C# Scripting, Directional Spatial Acoustics)</skill>
      <skill>Embedded Systems &amp; Telemetry (Arduino C++, DHT Environmental Sensors, Non-blocking Polling)</skill>
      <skill>Powertrain Procurement &amp; Hardware Auditing (BLDC Motors, Lithium-ion Cell Configurations)</skill>
    </category>
  </technical_skills>

  <engineering_projects>
    <project issue_number="01">
      <name>Pneumonia Radiographic Detection</name>
      <subtitle>Convolutional Pulmonary Diagnostics</subtitle>
      <domain>Clinical Decision Support / Computer Vision</domain>
      <stack>Python, TensorFlow, Keras, CNN, Flask, Docker, Render</stack>
      <live_url>https://pneumonia-detection-c164.onrender.com/</live_url>
      <description>
        Clinical decision-support vision classifier that evaluates digitized chest radiographs (X-rays) to accurately differentiate between healthy pulmonary tissue and bacterial or viral pneumonia pathologies with early-stopping regularization to eliminate overfitting.
      </description>
    </project>
    <project issue_number="02">
      <name>Generative AI Marketing Canvas</name>
      <subtitle>Latent Diffusion Asset Generation Suite</subtitle>
      <domain>Generative AI / Cloud Platform</domain>
      <stack>Generative Latent Diffusion (Pollinations.ai), HTML5 Canvas API, Firebase, JavaScript</stack>
      <description>
        Automated marketing asset generator translating natural language text prompts into high-resolution visual collateral with dynamic typographic overlays and persistent cloud state.
      </description>
    </project>
    <project issue_number="03">
      <name>Brain Tumor Detection &amp; Classification</name>
      <subtitle>Neural MRI Diagnostic Portal</subtitle>
      <domain>Medical AI / Full-Stack Django Architecture</domain>
      <stack>Django MVT, TensorFlow, MobileNetV2, NumPy, Scikit-learn, SQLite</stack>
      <description>
        Deep learning diagnostic portal employing transfer learning (fine-tuned MobileNetV2 convolutional backbone) to classify neuropathology across glioma, meningioma, pituitary tumors, or non-tumorous scans, coupled with a Django web platform handling user authentication, scan upload persistence, and automated prediction endpoints.
      </description>
    </project>
    <project issue_number="04">
      <name>Real-Time ASL Translation System</name>
      <subtitle>Vision-Based Gestural Recognition</subtitle>
      <domain>Real-Time Machine Learning / Accessibility</domain>
      <stack>Django MVT, Google MediaPipe, TensorFlow, OpenCV, NumPy, SQLite, Web Speech Synthesis</stack>
      <description>
        Continuous American Sign Language (ASL) gesture recognition web system tracking 21 3D hand keypoints with sub-pixel precision, classifying signs via a custom neural model, and streaming translation outcomes into synthesized speech and text logs.
      </description>
    </project>
    <project issue_number="05">
      <name>EV Powertrain Sourcing &amp; Audit</name>
      <subtitle>Hardware Procurement &amp; Regulatory Compliance</subtitle>
      <domain>Hardware Project Management</domain>
      <stack>BLDC Motors, Lithium Battery Cells, Financial Modeling, Bill of Materials (BOM)</stack>
      <description>
        Technical audit, component feasibility qualification, and supply chain procurement analysis for light electric vehicle powertrain conversions with detailed cost modeling.
      </description>
    </project>
    <project issue_number="06">
      <name>Autonomous IoT Weather Sentinel</name>
      <subtitle>Embedded Environmental Telemetry Node</subtitle>
      <domain>Embedded Systems / IoT</domain>
      <stack>Arduino C++, DHT Sensors, Telemetry, Circuit Design</stack>
      <description>
        Low-power embedded telemetric node monitoring continuous environmental variables with edge calibration, non-blocking polling loops, and real-time LCD readout.
      </description>
    </project>
    <project issue_number="07">
      <name>Interactive 3D Spatial Simulation</name>
      <subtitle>Systems Prototyping in Unity</subtitle>
      <domain>Interactive 3D Simulation</domain>
      <stack>Unity Engine, C# Scripting, Spatial Acoustics, Kinematic Physics</stack>
      <description>
        Real-time 3D first-person simulation demonstrating kinematic player controllers, raycasting physics, directional 3D acoustic attenuation curves, and optimized static/dynamic occlusion culling.
      </description>
    </project>
  </engineering_projects>

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    <query>Tom Kondody</query>
    <query>Thomas Kondody</query>
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    <query>HERBA SOAP CEO</query>
    <query>Tom Kondody AI ML</query>
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