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ryash14/README.md

The most interesting thing on my resume isn't a framework.

It's that I’ve worked on AI systems that run without internet access — by design.


An air-gapped retrieval system built inside a DRDO (DLRL) environment. No external APIs, no cloud inference, no online dependencies. Everything — models, embeddings, and retrieval — runs locally.

The system only has one rule: if it cannot work in isolation, it does not work at all.

That constraint shaped how I think about engineering — reliability under restriction matters more than flexibility in ideal setups.



Research

ISRO – NRSC Research Intern · 2025–2026 DLRL – DRDO Applied AI Intern · 2025
Worked on reconstruction of missing satellite observations using DINEOF (R² = 0.78). Analyzed atmospheric pollution patterns using OMI and Sentinel-5P datasets across India and Indo-Pacific regions. Built an offline retrieval system using local models, vector search, and reranking for constrained environments. Focused on reliable inference without external connectivity.

Projects

SyncRoute · syncroute.vercel.app

Route-based ride matching using shared road segments instead of destination matching.

Built a geospatial matching engine using OSRM routing, MongoDB 2dsphere indexing, and real-time tracking. Includes fare computation, OCR onboarding, and WebSocket-based live updates.

React Node.js MongoDB Socket.io OSRM TypeScript


Anantha · anantha.live

Natural language interface for large-scale oceanographic datasets.

Hybrid system combining SQL queries, vector retrieval, and LLM-based reasoning over 23 years of ARGO ocean data (~50GB). Includes anomaly detection and geospatial forecasting components.

FastAPI PostgreSQL ChromaDB LangChain GCP


LearnityX · learnityx.netlify.app

Adaptive interview system based on real project experience.

Generates contextual interview questions from resumes instead of static question banks. Uses LLM-based evaluation to adapt difficulty and flow dynamically.

React Firebase Gemini API Node.js


Stack

Languages
Python · TypeScript · JavaScript · Java · SQL

Frontend
React · Next.js · Tailwind CSS

Backend
Node.js · FastAPI · Flask · Express

AI & Data
Retrieval systems · LLM applications · ChromaDB · scikit-learn · Pandas · NumPy

Infra
Docker · PostgreSQL · MongoDB · Firebase · Google Cloud

Geospatial
Google Earth Engine · QGIS · Sentinel-5P · HYSPLIT


Recognition

1st — HackSavvy 2025 · 130+ teams 2nd — Encode Hackathon 2025 · 85 teams
Top 5 Dept. Project — SyncRoute Lead — MVSREC Web Initiative

Let’s talk

Open to roles in AI/ML engineering, systems development, and applied research.

If you're building systems where correctness, data, or reliability matters — I’d be glad to connect.

Portfolio: https://yashwanth.live
LinkedIn: https://linkedin.com/in/yashredd
Email: ryashwanthreddygari@gmail.com

Pinned Loading

  1. SyncRoute SyncRoute Public

    Route-matched carpooling platform. Matches rides by actual road overlap — not destination. Built with OSRM, Node.js, and React.

    TypeScript 1

  2. Anantha Anantha Public

    Conversational interface for 23 years of ARGO ocean data. Ask in plain language, get back forecasts, anomaly reports, and visualizations — powered by hybrid RAG, LSTM, and multimodal LLMs.

    TypeScript 1

  3. SmartDocAI SmartDocAI Public

    Offline PDF Q&A assistant. Upload a document, ask questions, get answers — fully air-gapped, no API keys, no internet. Runs local LLMs via Ollama in Docker.

    Python 1

  4. LearnityX LearnityX Public

    AI-powered mock interview platform. Generates role-specific questions, records your responses, and gives real feedback — built with React, Firebase, and Gemini.

    HTML 1

  5. ClassForge ClassForge Public

    An AI-powered platform for automatic question generation and intelligent, context-aware answering.ClassForge

    HTML 1

  6. OnlineCodeEditor OnlineCodeEditor Public

    An advanced browser-based code editor that supports multiple programming languages with real-time execution and customizable themes.

    C 1