Raviteja Annam
I build production agentic AI systems that solve real problems. From multi-agent RAG pipelines processing 10K+ documents to fraud detection at 50M+ transactions — I ship AI that works at scale.
About Me
I'm an AI/ML Engineer with 7+ years building production systems that ship. My path — cloud engineering to fintech data science to agentic AI — gave me something rare: I understand infrastructure, models, and the humans who use them. Every project I build is live, deployed, and solves a real problem.
Agentic AI Systems
Multi-agent orchestration with LangGraph, HITL safety layers, and production-grade RAG pipelines at Truist Bank.
ML at Scale
Fraud detection on 50M+ monthly transactions, real-time ML platform processing 0.5B daily events at Razorpay.
AI for Impact
Built GlioblastomaGPT after a personal family diagnosis — medical AI that translates research into hope.
Production Impact
Experience
From cloud infrastructure to fintech ML to agentic AI — a trajectory of increasing complexity and impact.
Truist Bank
AI/ML Engineer — Agentic AI & LLM Infrastructure
- ›Built RAG pipeline over 10,000+ compliance docs with LangChain + Pinecone, saving ~30 hrs/week
- ›Designed HITL review layer in LangGraph reducing erroneous AI decisions by ~40%
- ›Led MCP tool integrations — per-tool onboarding from 2 days to under 4 hours
- ›Built Ragas + LangSmith eval pipeline with 500+ golden queries — 12-pt faithfulness improvement
- ›Containerized LLM services on AWS EKS with Terraform, deployment time 2 days to under 3 hours
Razorpay
Senior Data Scientist — ML Platform & Risk Engineering
- ›Built XGBoost fraud detection on 50M+ monthly transactions — 94% precision, 91% recall
- ›Added GNN layer for fraud ring detection, +28% improvement
- ›Thompson Sampling MAB for payment routing — 3.2% lift, ~$4.8M annual GMV recovered
- ›NLP ticket classifier across 15K+ monthly tickets, 60% routing time reduction
- ›Architected real-time ML platform (Mitra) — Flink + Kafka, sub-200ms latency
- ›Standardized MLOps with MLflow across 8-person team, 50% faster model re-validation
MUV Technologies
Cloud Support Engineer
- ›Managed 50+ AWS EC2 instances with Python and Bash automation
- ›Led zero-downtime ERP and CRM migrations on AWS infrastructure
Oklahoma City University
M.S. Computer Science — AI/ML Specialization
Projects
6 deployed projects with live demos. Every one solves a real problem — from medical AI built out of personal need to fintech ML at production scale.
GlioblastomaGPT
Multi-Agent Medical AI Research Assistant
Built after my father's brain cancer diagnosis. A 5-agent LangGraph pipeline that translates complex oncology research into language patients and caregivers can actually understand. Hybrid RAG over 50,000+ PubMed abstracts with hard safety layers.
AgentPulse
Autonomous AI Newsletter Pipeline
Fully autonomous personalized newsletter — 6 FastMCP servers discover content from GitHub, arXiv, Hacker News, YouTube, and Substack. SM-2 spaced repetition learns your preferences over time.
FinSight
Agentic SEC Filing Analysis
RAG over SEC 10-K and 10-Q filings with financial NER and agentic query decomposition. Mirrors the financial AI workflows built at Truist Bank.
Fraud Pattern Detector
XGBoost + GNN Ensemble with Explainability
Real-time fraud detection system combining XGBoost for tabular features and Graph Neural Networks for fraud ring detection. Full SHAP explainability dashboard shows exactly why each prediction was made.
Credit Risk Engine
BNPL/Merchant Scoring with LIME + SHAP
End-to-end credit scoring pipeline for BNPL and merchant lending. Dual explainability with LIME (local) and SHAP (global) for regulatory compliance.
CineEnglish
NLP Movie-Based Language Learning
Uses NLP to score films by linguistic difficulty and builds a personalized curriculum matched to a learner's level. Semantic similarity for film recommendations.
Skills
Every skill listed here has been used in production — not just tutorials or certifications.
Agentic AI & LLMs
ML & Deep Learning
NLP & Embeddings
Cloud & MLOps
Data Engineering
Languages & Frameworks
Best Fit Roles
Get in Touch
Let's build something great together.
I'm looking for my next role in agentic AI, LLM infrastructure, or applied ML. If you're building something that matters — in healthcare, fintech, or any domain where AI creates genuine value — I'd love to talk.
What I'm Looking For
- ›Multi-agent systems or RAG pipelines in production
- ›Teams that take evals and reliability seriously
- ›Problems in healthcare, fintech, or infrastructure
- ›Remote-friendly, Bay Area, or open to US relocation
24-48 hrs for intro calls, 2-3 days for technical interviews. F-1 OPT + STEM extension through ~mid-2028.