Khadija Subhani's Work | ContraWork by Khadija Subhani
Khadija Subhani

Khadija Subhani

Backend & AI Engineer | Python, FastAPI, RAG Systems

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Cover image for Social Engineering in Cyber Security
Social Engineering in Cyber Security - A RESEARCH PAPER
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Cover image for Adversarial Attacks on AI-Based Robotic
Adversarial Attacks on AI-Based Robotic Vision Systems - A REASEARCH PAPER
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Synapse — AI-Powered Team Formation & Mentor-Matching Platform Built as a final year project — an AI-powered platform for team formation and mentor-matching, designed to help students and teams find the right collaborators using data-driven compatibility scoring. Built the Flutter frontend, the core matching engine (a seven-signal composite scoring system with a Random Forest collaboration predictor and SHAP-based explainability), the proximity module, and Firebase Cloud Messaging integration for real-time notifications. Also managed the deployment pipeline — backend on Render, frontend on Netlify. A fully deployed, functioning platform showcasing applied machine learning, mobile development, and real-time system design in one product.
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AskRAG — RAG-Based Codebase Q&A Tool Built a retrieval-augmented generation (RAG) tool that lets developers ask natural-language questions about any codebase and get accurate, context-aware answers. Designed and built the full backend using FastAPI, with FAISS for vector storage and all-MiniLM-L6-v2 embeddings for semantic search. Integrated Gemini 2.5 Flash for response generation, PostgreSQL/Supabase for data persistence, and GitHub OAuth for secure repo access. Also built the React/Vite frontend and resolved a critical authentication bug involving JWT cookie handling. A working prototype demonstrating practical LLM application design — from embedding pipelines to secure auth flows. Project link: https://github.com/khadijayy/askrag
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