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riju-talk/readme.md

Profile Banner

Rijusmit Biswas

ML Engineer · Applied Scientist · Data Engineer · Full-Stack Systems Architect

Building intelligent, scalable, production-grade systems
across machine learning, data, and modern web platforms.

Portfolio · LinkedIn · Email · GitHub · Facebook


Personal Photography

One of my original photographs — visual thinking beyond code.


🧠 Core Focus

  • Agentic AI & LLM Systems — RAG, tool-using agents, evaluation, safety & reasoning
  • Applied ML Research — model behavior, benchmarks, alignment, failure analysis
  • MLOps & Data Engineering — scalable pipelines, deployment, monitoring
  • Full-Stack Systems — distributed APIs, real-time platforms, end-to-end ownership

🚀 Flagship Projects

🔬 Research Systems

  • Quench++GitHub
    Benchmarking contextual reasoning gaps between Indic and non-Indic languages in LLMs, extending QUENCH with multilingual evaluation, translation stress-tests, and robustness metrics.
  • HorusLLMGitHub
    Research-focused LLM framework for model introspection, reasoning behavior analysis, and controlled evaluation of agentic decision pathways.

⚙️ MLOps & ML Systems

  • MineMEETSGitHub
    End-to-end ML pipeline system focusing on data ingestion, feature workflows, experiment tracking, and production deployment patterns.
  • FlourishGitHub
    Scalable ML infrastructure emphasizing reproducibility, monitoring, and lifecycle management of learning systems.

🌐 Full-Stack Platforms

  • EntropyGitHub
    AI-powered academic and community platform integrating RAG, intelligent agents, discussion forums, and collaborative research workflows.
  • DreamDOTGitHub
    Creator-first social marketplace enabling monetization of digital art and writing through subscriptions, paywalls, analytics, and hybrid social–commerce design.

🛠 Tech Arsenal

Languages: Python · TypeScript · Go · C++ · JavaScript
ML: PyTorch · Transformers · RAG · MLflow · NumPy · Pandas
Backend: FastAPI · Node.js · GraphQL · Microservices
Frontend: Next.js · React · Tailwind CSS
Data & Infra: PostgreSQL · MongoDB · Docker · Cloud Platforms


From research to production — I ship systems that reason, adapt, and scale.

Pinned Loading

  1. DreamDOT DreamDOT Public

    A next-gen social media and blogging platform that empowers creators to publish, connect, and earn through dynamic subscriptions, pay-per-view content, and immersive community interaction. Designed…

    TypeScript 3

  2. MineMEETS MineMEETS Public

    MIneMeets is an AI-powered multi-modal agent that listens to meetings, transcribes them using Whisper, chunks & embeds them with Sentence Transformers, stores them in a vector DB (Pinecone), and en…

    Python

  3. Flourish Flourish Public

    Flourish is an AI-powered, web-based plant care assistant designed to help users maintain healthy plants effortlessly. With smart reminders, photo-based diagnostics, and eco-friendly tips, HaritPal…

    TypeScript 1

  4. Entropy-Community-Forum Entropy-Community-Forum Public

    Entropy — A study ecospace and agentic study assistant: Built in Python with FastAPI, I developed async microservice endpoints that generate personalized quizzes and study content using pluggable L…

    TypeScript

  5. loan-defaulter-prediction-study loan-defaulter-prediction-study Public

    Implemented a supervised machine learning pipeline for loan default prediction using public loan-level data, inspired by prior ACM research. Performed leakage-aware preprocessing, feature engineeri…

    Python

  6. Quench-plus-plus Quench-plus-plus Public

    Quench++ extends Indic reasoning benchmarks with bias injection, three new languages, and structured Chain-of-Thought cause-effect generation in Boolean logic. It enables robust evaluation of LLM t…

    Jupyter Notebook