Headline

building with AI before it builds without me :)

About

I build AI systems that work in production — not just notebooks. I'm a final-year CS undergrad at IIIT Sri City, working across the full AI/ML stack: from statistical experiment design and classical ML to LLM orchestration, RAG pipelines, and agentic systems. My current work spans two tracks simultaneously — industry and research. At Silo Fortune, I engineer distributed forecasting pipelines on AWS SageMaker across 5,000+ market series, handling datasets with 80% missing values and serving inference at sub-500ms latency via Lambda. I own the MLOps cycle end-to-end — preprocessing, experiment design, retraining pipelines, and CI/CD across 28 Indian state markets. In parallel, I'm doing undergraduate research in computational pathology — building a Medical VQA system on PathVQA, one of the hardest open-domain medical benchmarks. Using a Unified T5 framework with CrossModal Fusion and PathGenCLIP embeddings, we hit 85.4% binary accuracy on TCGA validation sets, exceeding zero-shot baselines by 5.2%. On the agentic side, I've built LangGraph DAGs with self-correcting validation gates and embedding-cached parallel execution — cutting latency by 69.6%. I work with the full modern AI stack: LangChain, LangGraph, LangSmith, HuggingFace, ChromaDB, Qdrant, Pinecone, Groq, Ollama, and the OpenAI and Anthropic APIs. Outside of work, I led the AI for Society domain at Epoch — IIIT Sri City's AIML club — organizing international hackathons and mentoring students into their first ML projects. I'm also a LeetCode 1941-rated competitive programmer with 500+ problems solved. Visit my profiles: - Portfolio : https://srirangamuc.tech - GitHub : https://github.com/srirangamuc - LeetCode : https://leetcode.com/u/xinirs - CodeChef : https://www.codechef.com/users/xinirs - Codeforces : https://codeforces.com/profile/xinirs

Location

Warangal

AI stack

antigravity

codex

Work experience

Artificial Intelligence Engineer at Techolution, May 2026 - Present · 4 mos, Hyderabad

Data Science Intern at Silo Fortune Pvt Ltd- Gau Sampurna, Aug 2025 - Apr 2026 · 9 mos, Bengaluru, Voice AI & Agentic Systems Built a production Voice AI Agent platform enabling hands-free conversational interaction with complex data systems — integrating ElevenLabs for real-time TTS/STT and WebSockets for bidirectional low-latency voice streaming. Achieved end-to-end voice query response latency of 400–600ms through asynchronous FastAPI processing and optimized WebSocket streaming pipelines. Designed a modular architecture with Docker containerization, enabling extensible integration of new AI services and data sources without core system changes. Backend & Systems Architected the real-time orchestration layer for Gau Sampurna, managing low-latency WebSocket connections between frontend clients and LiveKit instances. Engineered high-performance REST APIs achieving a 14x latency reduction (93.6%) through multi-level Redis caching and optimized execution plans. Spearheading containerized service design for AWS ECS with CI/CD integration for production reliability. ML & Data Science Built a distributed time-series forecasting pipeline (XGBoost) on AWS SageMaker across 5,000+ market series, served via Lambda at sub-500ms inference latency. Increased usable training data by 4x through preprocessing strategy for datasets with 80% missing values — improving model accuracy to 21.6% MAPE. Designed end-to-end MLOps pipelines automating bi-monthly retraining, evaluation, and deployment across 28 Indian state markets. Stack: Python, FastAPI, Go, ElevenLabs, WebSockets, AWS (SageMaker, ECS, Lambda, S3), Redis, XGBoost, Docker, LiveKit, CI/CD

SDE Intern at LifeCykul, May 2025 - Jul 2025 · 3 mos, Sricity

Generative AI Intern at Stealth AI Startup, Nov 2024 - Jan 2025 · 3 mos, India, Built RAG pipeline with fine-tuned T5 achieving 70%+ accuracy. Designed chunking, embeddings, retrieval pipeline. Integrated into backend APIs for enterprise automation.

Lead - AI for Society at Epoch, Jun 2024 - May 2025 · 1 yr, India, Organized 2 international ML hackathons with 500+ participants Evaluated 200+ projects as a judge across Machine Learning and Deep Learning Mentored 10+ students — guided first ML projects and hackathon submissions

Education

Bachelor's degree, Computer Science, Indian Institute of Information Technology, SriCity

High School Diploma, Science, Government Junior College Hanamkonda