vamshi User
@vamshiuser1
I build production GenAI, RAG, and real-time ML systems for fintech products.
What I'm looking for
At Intuit, I build generative AI experiences for Intuit Assist across TurboTax and QuickBooks, serving products used by approximately 100 million customers. My RAG pipelines, custom financial LLMs, model routing, and safety guardrails helped deflect 40% of support contacts and improve task completion by 25%.
I build reliable AI systems end to end: evaluation harnesses, retrieval grounding, responsible-AI guardrails, real-time feature platforms, and high-throughput inference. My work has reduced hallucinations by 35%, raised answer accuracy to 92%, and sustained sub-100ms p99 performance across 730M+ annual AI-driven interactions.
Previously at Paytm, I built transaction intelligence, fraud-risk, and income-verification models processing more than 150M transaction records daily. I improved merchant and category classification accuracy by 18% and reduced false-positive risk decisions by 24%.
I enjoy turning difficult financial-domain problems into production ML and GenAI products using Python, AWS, distributed streaming systems, and rigorous evaluation.
Experience
Work history, roles, and key accomplishments
Developed generative AI experiences for Intuit Assist, including RAG pipelines and custom LLM applications, improving task completion and reducing support contacts. Built evaluation harnesses and optimized inference serving to handle millions of real-time predictions.
Education
Degrees, certifications, and relevant coursework
Sreenidhi Institute of Science and Technology
Bachelor of Technology, Computer Science
2018 - 2022
Grade: 9.3/10.0
Pursued a Bachelor of Technology in Computer Science, achieving a GPA of 9.3/10.0.
Tech stack
Software and tools used professionally
GitHub
Kubernetes
Jenkins
GitHub Actions
PostgreSQL
Redis
Terraform
JavaScript
Java
JSON
TensorFlow
PyTorch
MLflow
scikit-learn
Keras
Kafka
FastAPI
Grafana
Prometheus
OpenTelemetry
Gemini
GraphQL
gRPC
Airflow
GuardRails
QuickBooks
SQL
XGBoost
Hugging Face
Temporal
LangChain
LlamaIndex
Pydantic
Pinecone
CrewAI
Ray
vLLM
Harness
AgentOps
DSPy
Ragas
Bash
pgvector
Agentic
Modal
Braintrust
Faiss
LangGraph
LangSmith
Loops
Model Context Protocol (MCP)
100ms
PEFT
Durable
Availability
Location
Authorized to work in
Job categories
Skills
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