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x2ankit/README.md

Ankit Arayan Tripathy

I’m less interested in building another demo and more interested in understanding what it takes to make intelligent systems reliable.


I’m interested in building reliable AI applications and understanding the systems that power them. My focus is on LLM applications, retrieval systems, agentic workflows and applied AI research.

I work primarily with Python and explore the engineering behind AI systems, including backend architecture, data pipelines, model integration, evaluation, inference and deployment. I enjoy going beyond tutorials, studying how systems are designed and turning ideas into practical implementations.

Currently deepening my understanding of AI systems and system design while getting more involved in open source development.


Tech Stack

Languages

Python, Java, C and C++
Machine Learning & Deep Learning

Scikit learn and PyTorch
LLM & Generative AI

Generative AI Transformers RAG
Backend & Databases

FastAPI, PostgreSQL and Redis
Tools & Infrastructure

Docker, Linux, Git and GitHub

Open Source

I enjoy exploring unfamiliar codebases, understanding how different teams build and maintain software, and contributing where I can make a useful impact. I’m particularly interested in collaborating with developers, learning established engineering practices and improving through thoughtful code reviews.

  • FOSSASIA Community member and CodeHeat team member.
  • VoxBento Exploring its codebase and contribution opportunities.
  • Other open source communities Interested in learning from maintainers, collaborating across teams and contributing to projects beyond my usual areas of work.


GitHub Activity


GitHub Snake

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  1. trusttracecv trusttracecv Public

    An offline-first computer vision integrity and security assurance platform for auditing datasets, model artifacts, and inference outputs across ML pipelines.

    Python

  2. 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

  3. edris edris Public

    An Adaptive Edge-to-Cloud Telemedicine Pipeline for Explainable DR Screening

    MATLAB

  4. 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