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README.md
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license: mit
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🚀 TrueWrite Scan: AI-Powered Writing Assistant
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TrueWrite Scan is a full-stack AI application designed to enhance writing integrity. It integrates state-of-the-art NLP models to provide real-time Grammar Checking, Plagiarism Detection, and AI Content Classification.
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🌟 Key Features
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🏗️ Architecture & Deployment Strategy
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Running heavy ML models (PyTorch + JVM for Grammar) requires significant RAM. I implemented a Split Deployment Strategy to optimize performance on free-tier infrastructure:
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Frontend
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Backend
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Why Docker? To install System-level dependencies (OpenJDK 21 for Grammar check, build-essential for Auth).
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Optimization: Configured to use CPU-optimized PyTorch builds to reduce slug size and memory footprint.
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pinned: false
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license: mit
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---
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TrueWrite Scan is a full-stack AI application designed to enhance writing integrity. It integrates state-of-the-art NLP models to provide real-time Grammar Checking, Plagiarism Detection, and AI Content Classification.
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🌟 Key Features
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🏗️ Architecture & Deployment Strategy
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Running heavy ML models (PyTorch + JVM for Grammar) requires significant RAM. I implemented a Split Deployment Strategy to optimize performance on free-tier infrastructure:
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Frontend: Handles UI/UX and client-side logic.
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Backend: A custom Docker container running FastAPI.
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Why Docker? To install System-level dependencies (OpenJDK 21 for Grammar check, build-essential for Auth).
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Optimization: Configured to use CPU-optimized PyTorch builds to reduce slug size and memory footprint.
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| 33 |
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