Personal Projects
Applied AI & systems
RAG · Local-first
Gmail RAG Pipeline
Local semantic search over Gmail with whole-email BGE embeddings and ChromaDB, benchmarked against BM25. No email content leaves the device.
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Agentic · Local LLM
Agentic Process Discovery
Reverse-engineers hidden administrative workflows from email and chat with a two-stage local LLM pipeline. No data leaves the device.
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Multi-agent · Hackathon
AiXplore
Five-agent MENA travel planner on aiXplain: input parsing, restaurant and attraction search, itinerary generation, and validation with Arabic output.
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Research
Published · IEEE IJCNN 2026
MS Lesion Evaluation Framework
Lesion-centric evaluation (MSEval) that exposes failure modes standard Dice metrics hide.
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Under review
Membership Inference on Quantized LLMs
Tests whether post-training quantization protects LLMs against membership inference, on Pythia-12B across six PILE domains.
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Research · eBrain Lab
Mixed-Precision Quantization
RL-based per-layer bit-width search for DNNs and LLMs, extending ANT and OliVe.
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