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x2ankit/README.md

Ankit Arayan Tripathy

AI Engineer • LLM Systems • RAG • AI Agents


I build backend-driven AI systems with a focus on LLM applications, retrieval systems, and agentic workflows. My work combines Python backend engineering with APIs, databases, data pipelines, retrieval, model integration, evaluation, and deployment.

I’m particularly interested in the systems behind reliable AI applications, including LLM inference, retrieval quality, performance, scalability, and the engineering challenges involved in building them.

Currently strengthening my systems foundations, exploring applied AI research, building beyond tutorials, and working toward open-source contributions.


Tech Stack

Languages

Python • Java • C • C++ • SQL


AI & Machine Learning

PyTorch • Transformers • scikit-learn • NumPy • Pandas


LLM & AI Systems

LLM APIs • RAG • Embeddings • Semantic Search • Vector Retrieval • LangGraph • AI Agents • Tool Calling


Backend

FastAPI • REST APIs • Pydantic • SQLAlchemy • Uvicorn


Databases

PostgreSQL • Redis


Infrastructure

Docker • Linux • Git • GitHub


Areas of Interest

  • AI Systems
  • LLM Applications
  • Retrieval Systems
  • Agentic AI
  • Inference Engineering
  • Applied AI Research
  • Open Source

GitHub Snake

Pinned Loading

  1. quarry quarry Public

    Production-first AI systems platform evolving from retrieval and RAG into agents, memory, evaluation, observability, and inference infrastructure.

    Python 1

  2. Aeroguard Aeroguard Public

    Aeroguard is an unsupervised machine learning system for early detection of aircraft soft faults using real flight telemetry. It learns normal landing behavior patterns, identifies anomalous flight…

    Python

  3. Agriguard Agriguard Public

    🚁 An intelligent pesticide sprinkling system built for the Smart India Hackathon. Agriguard uses a custom AI model on an onboard Raspberry Pi and Coral TPU to perform real-time disease detection an…

    TypeScript 1

  4. remediate remediate Public

    AI-powered Financial Remediation Engine built for @Razorpay AI Buildathon 2026 Track 03. Policy-bounded LLM agent that recovers failed payments via EMI conversion, Promise-to-Pay tracking & smart n…

    Python 1