MedRAG
RAG infrastructure for fast, grounded medical answers.
Built a medical RAG pipeline with a 4.4GB FAISS index, 2-3 second response time, FastAPI APIs, JWT auth, RBAC, Docker, and AWS EC2/S3 deployment.
VARUN TEJ REDDY N
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Hello, I'm Varun Tej Reddy N
Full Stack Developer + AI Engineer based in Hyderabad, shipping client systems, real-time apps, and RAG pipelines with React, Next.js, FastAPI, Supabase, and AWS.
18+
Client Projects
10+
Technologies
<24h
Response Window
18+ production launches with responsive, conversion-ready UI systems.
RAG pipelines, FastAPI services, JWT auth, RBAC, and vector search.
Dockerized releases on AWS, Vercel, Netlify, and CI/CD pipelines.
Currently Building
MedRAG v2 — Agentic AI upgrade
Syncing latest commit...
Response Time
< 24 hours
mailThe Persona
I work with an engineering-first mindset: real launches, measurable performance, clean delivery, and AI systems grounded in production constraints instead of demo logic.
Current role: Frontend Developer Intern at StaffArc. Independent work: 4 end-to-end freelance builds with 0 critical post-launch defects.
18+
Production Sites
19
Named Clients
0
Critical Bugs
Quick Facts
Current Base
Hyderabad, India
Academic Path
B.Tech CSE - KMCE, Hyderabad - Expected May 2027 - CGPA 7.0
Primary Focus
Scalable web apps and AI systems
Open For
Graduate roles 2027 + product internships
Capability Map
Exact stack grouped into frontend, backend + AI, cloud delivery, and the current learning track.
Frontend
architectureProduction UI delivery for fast-moving client work and polished portfolio-grade interfaces.
Backend + AI
architectureAPI design, auth, and retrieval workflows for apps that blend web systems with intelligence.
Cloud
architectureDeployment and release tooling for reliable launches, automation, and performance visibility.
Learning
architectureAreas being actively pushed deeper to expand systems thinking and AI product depth.
Learning Lab
Active
Exploring orchestration patterns for multi-step agent workflows and retrieval chains.
Active
Building deeper familiarity with production API patterns, tools, and prompt design.
Research
Comparing managed vector infrastructure tradeoffs against FAISS-based local indexing.
Research
Studying schema design and retrieval ergonomics for future AI system upgrades.
Deep Dive
Strengthening architecture thinking around scaling, reliability, and service boundaries.
Ongoing
Sharpening problem solving speed and depth for engineering interviews and fundamentals.
Selected Works
MedRAG, KMCE Cricket Portal, and the StaffArc client delivery pipeline anchor the current portfolio.
RAG infrastructure for fast, grounded medical answers.
Built a medical RAG pipeline with a 4.4GB FAISS index, 2-3 second response time, FastAPI APIs, JWT auth, RBAC, Docker, and AWS EC2/S3 deployment.
18+ real projects delivered across multiple business categories.
Delivered production-ready websites and frontend systems for restaurants, interiors, agencies, wellness brands, forensic services, and SaaS-style business sites.
Real-time sports operations for 10 teams and 500+ players.
Built a real-time cricket operations portal with React, Supabase, SQL, and RBAC to manage tournaments, scores, teams, and player workflows for KMCE.
RAG infrastructure for fast, grounded medical answers.
Built a medical RAG pipeline with a 4.4GB FAISS index, 2-3 second response time, FastAPI APIs, JWT auth, RBAC, Docker, and AWS EC2/S3 deployment.
18+ real projects delivered across multiple business categories.
Delivered production-ready websites and frontend systems for restaurants, interiors, agencies, wellness brands, forensic services, and SaaS-style business sites.
Real-time sports operations for 10 teams and 500+ players.
Built a real-time cricket operations portal with React, Supabase, SQL, and RBAC to manage tournaments, scores, teams, and player workflows for KMCE.
Evidence of Work
Client work translated into real launches, not mock work.
A grounded medical RAG backend tuned for fast answers on a large indexed corpus.
Realtime campus sports operations with role-aware management and live updates.
Live Activity
Repos
0
Stars
0
Commits / Year
0
Career Path
February 2026 - Present
engineeringStaffArc • Remote
2025 - Present
clientIndependent • Hyderabad, India
Expected May 2027
academicKMCE, Hyderabad • CGPA 7.0
Client Network
10 named clients represented here, with 14 sites shipped at StaffArc across 5+ industries.
Testimonials
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"Thank you Varun for your patience and understanding what I needed. The delivery was right on time. Highly recommend your work. Also, I have another website planned - will keep you posted."
The Market Titans
Client Review
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"Really impressed by your work. Very quick and impressive. The patience and understanding of customer needs is a great quality in a professional career."
Aikya Spaces
Client Review
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"The website showcases a clean, modern design reflecting a strong brand identity. Intuitive navigation makes it easy for visitors to explore. Special appreciation to Varun for dedicated effort and execution. Thank you for the swift service and timely support."
Bhargav Majji
Founder & CEO, SABP Technologies LLP
Dev Activity Heatmap
Embedded GitHub activity graph to keep the portfolio tied to actual shipping behavior.
Get In Touch
Available for websites, AI systems, full stack apps, and selective collaboration with teams that care about actual production quality.
Response Pattern