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x2ankit/README.md

Ankit Arayan Tripathy

Backend Engineer • AI Systems • LLM Applications • Retrieval Systems


I build backend-driven AI systems with a focus on retrieval, LLM applications, and agent orchestration. My work combines backend engineering with modern AI techniques to build reliable, production-oriented systems.

My goal is to become an AI Engineer specializing in AI systems and inference engineering by building production-ready projects, understanding the underlying concepts, and contributing to open source.


Featured Projects

Quarry

Backend platform for document ingestion, semantic retrieval, LLM integration, and agent workflows.

Concepts

RAGEmbeddingsSemantic SearchVector Retrieval


Aeroguard

Unsupervised anomaly detection system for aircraft telemetry with explainable diagnostics and visualization.

Concepts

PCADBSCANFeature Engineering


Agriguard

Computer vision system for crop disease detection and targeted agricultural spraying on edge devices.

Concepts

CNNsEdge AIComputer Vision


OnboardAI

LLM-powered workflow automation platform using planner, executor, and validator agents.

Concepts

Agent SystemsTool CallingWorkflow Automation


Tech Stack

Languages

Python • C • C++


AI & Machine Learning

LLMs • RAG • Embeddings • Vector Databases • LangGraph • MCP • Agent Systems


Backend

FastAPI • PostgreSQL • Redis • REST APIs • SQLAlchemy • Pydantic


Infrastructure

Docker • Linux


Areas of Interest

  • AI Systems
  • LLM Applications
  • Retrieval Systems
  • Agentic AI
  • Inference Engineering

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. OnboardAI OnboardAI Public

    Autonomous agentic AI system that automates client onboarding using LLM-driven planning, tool execution, and decision loops.

    Python 1 1

  3. 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

  4. 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