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Parishruthi Ganesh

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    Projects

    Systems and studies, written up properly

    Each project page carries the sections a reader actually needs: the problem, the method, the experimental setup, what the results were, and what the work does not support. A missing section means no verified source for it — not that it went unmeasured in silence.

    Type

    9 projects

    Featured Completed 2026

    Zero-Shot Intent Classification Benchmark

    A systematic zero-shot evaluation of 41 open-weight language models across eight intent-classification datasets.

    LLM Evaluation

    Python · Hugging Face Transformers · PyTorch · vLLM · Statistical Testing

    Featured Prototype 2026

    Sentinel Memory

    An incident-response agent whose memory is a transactional database rather than a context window — it remembers consequences, not conversations.

    Agentic Memory

    TypeScript · Next.js · React 19 · Tailwind CSS · CockroachDB · Amazon Bedrock · +3

    Featured Prototype 2026

    AstraNova

    An AI trading copilot for India's options traders — live market data, AI-scored signals, broker execution and a Gemini-powered assistant.

    Applied AI & Data

    Python · Google Gemini · Angel One API · Real-time Market Data

    Featured Active 2024 – present

    AUSME Faculty Expertise RAG System

    Retrieval-augmented search and summarisation over roughly 25,000 research papers, built to surface faculty expertise and collaboration opportunities.

    RAG

    Python · LangGraph · Retrieval-Augmented Generation · LLMs · Web Scraping · Embeddings

    Featured Active 2024 – present

    DEMA — Digital Engineering Data Management Platform

    A full-stack desktop application for engineering data lifecycle management, implementing the CIM4DE conceptual information model end to end.

    Applied AI & Data

    React · Electron · Vite · Java · Spring Boot · Data Modelling

    Completed 2024

    Circular Trade Fraud Detection with Graph Learning

    Detecting circular trading rings in iron-dealer invoice data using cycle detection, Node2Vec embeddings and density-based clustering.

    Applied AI & Data

    Python · Node2Vec · DBSCAN · Graph Algorithms · Jupyter

    Completed 2025

    Multi-Class Sentiment Analysis with BERT

    Fine-tuning bert-base-uncased on the SMILE annotation dataset, as an end-to-end study of transformer transfer learning.

    LLM Evaluation

    PyTorch · Hugging Face Transformers · BERT · NLP