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ishani2025/README.md

Ishani Ghosh⚙️

AI Systems• RAG Pipelines • Backend Development + App development(Android Studio)

🚀 What I’m Building

  • ⚙️ AI-powered systems (not just models)
  • 🧠 Retrieval-Augmented Generation (RAG) pipelines for real-world problems
  • 📱 Mobile + backend integrated AI applications
  • 🔄Interested in edge deployment

Github Signals

Tech Stack


🧩 Systems I’ve Built

🧠 LogSentinel — AI Log Debugging Engine

  • Built a dual-agent RAG pipeline for debugging Java & Python logs
  • FAISS vector search + sentence-transformers → sub-second retrieval
  • Designed evaluation harness for prompt reliability testing
  • Stack: FastAPI, FAISS, Ollama (Mistral), Streamlit
    🔗 https://github.com/ishani2025/LogSentinel

🔐 AuditOS — Mobile Forensic Verification System

  • Android-based system for EPR credit verification
  • Implemented pHash duplicate detection to reduce fraud attempts
  • Backend: Flask + SQLite with immutable audit logs
  • Integrated real-world camera validation workflows
    🔗 https://github.com/ishani2025/AuditOS

🏥 AcuteAssist — AI Medical Assistant (In Progress)

  • Building a clinical decision-support assistant
  • Designing pipeline to reduce context noise in medical data
  • Future integration: ABHA (ABDM) + UHID systems
  • Focus: safe structured outputs (JSON validation)

🎮 GitBit — Git Learning Simulator (In Progress)

  • Gamified platform to visualize Git workflows
  • React + Unity integration for 3D interaction
  • Focus: improving onboarding for open-source contributors

🔍 Lost & Found Platform


⚡ Engineering Signals

  • 🧠 Built multi-agent AI system (RAG) — not just single-model usage
  • ⚙️ Experience with vector databases (FAISS) and LLM pipelines
  • 📱 Strong mobile + backend integration capability
  • 🔄 Focused on system reliability + evaluation frameworks
  • 📊 Practicing DSA (CSES-100+ problems solved)

🏆 Achievements

  • 🥈 2nd Place — Internal Quest (CodeChef VITC) for AuditOS
  • 💻 Core Member — Project Department, CodeChef VITC

🎯 Current Direction

  • Moving from:
    ML Projects → AI Systems → Edge AI → AI + Chip Systems
    

Target roles: AI Systems Engineer AIoT / Edge AI Engineer Backend AI Infrastructure 📫 Connect

⚡ Fun Fact

I like learn interesting facts regarding aquatic life and oceans.-I beleive there are 3 unexplored things-internet,oceans and space!!!


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    AI triage assistant that filters patient data, combines history and vitals, and generates concise summaries for faster, cost-efficient emergency decisions.

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