
Umarfarook Gurramkonda
@umarfarook_gurramkonda
AI ML Engineer at HypeOn AI shipping measured LLM agents, BigQuery NL-to-SQL, and an OAuth 2.1 MCP server.
What I'm looking for
At HypeOn AI, I shipped the multi-stage agent orchestration behind a live competitive-intelligence product, with routing, retrieval, analysis and composition sub-agents, SSE streaming, and Pydantic-validated outputs. I also built NL-to-SQL over BigQuery with dry-run cost guardrails and a remote MCP server with OAuth 2.1.
I put Claude, Gemini, and OpenAI behind one fallback router, with the product running in production on GCP and AWS. I build LLM features for early-stage teams and measure them.
I created mcp-bigquery-evals, a BigQuery MCP server with mandatory dry-run cost caps, 7 structured error codes, and 211 tests. I also built TrustBench, an eval harness for tool-using support agents with 6 trust dimensions and per-intent regression detection using McNemar tests.
Earlier, I worked on the LLM features, retrieval, and Python/FastAPI services for what became HypeOn AI's competitive-intelligence product. As a Backend Developer Intern at Synclovis Systems Pvt. Ltd. - Top Mobile & Web App Development Company, I developed RESTful APIs for an event management web application using Node.js, Express.js, MySQL, and Redis.
Experience
Work history, roles, and key accomplishments
As a Machine Learning Engineer at HypeOn AI, I build AI-powered solutions that help businesses automate workflows, generate insights, and make data-driven decisions. I work across the entire AI product lifecycle, from designing system architecture and data pipelines to developing production-ready machine learning and backend services.
My responsibilities include developing LLM-powered application
Worked as Machine Learning Engineer at HypeOn AI.
Machine Learning Engineer
HypeOn AI
Oct 2024 - Sep 2025 (11 months)
HypeOn AI was in stealth during this period. Early ML and backend work on what became the HypeOn competitive-intelligence product: LLM features, retrieval, and the Python/FastAPI services around them.
Backend Developer Intern
Jun 2024 - Sep 2024 (3 months)
During my internship at Synclovis, I developed and optimized RESTful APIs using Node.js for an event management web application, ensuring high performance and scalability. I leveraged Express.js for routing and middleware handling, integrated MySQL for structured data storage, and implemented Redis for efficient caching to improve response times. I conducted rigorous API testing and debugging with
During my internship at Verzeo, I worked on designing and optimizing machine learning models, focusing on supervised learning techniques such as regression and classification. I gained hands-on experience with advanced feature selection methods, dimensionality reduction techniques (PCA, LDA), and ensemble learning algorithms like Random Forest and XGBoost. I implemented hyperparameter tuning using
At Rinex Technologies, I worked on developing and optimizing machine learning models for AI-driven solutions. My responsibilities included data preprocessing, feature engineering, and implementing supervised and unsupervised learning algorithms using Python, NumPy, Pandas, and Scikit-learn. I leveraged deep learning frameworks like TensorFlow and PyTorch to build and fine-tune neural networks for
Education
Degrees, certifications, and relevant coursework
Oracle
Oracle Cloud Infrastructure 2025 Data Science Professional (1Z0-1110-25)
Issued Sep 2025
Oracle
Oracle Cloud Infrastructure 2025 AI Foundations Associate (1Z0-1122-25)
Issued Sep 2025
HackerRank
Python Programming
Issued May 2024
JNTU Anantapur
Bachelor's degree, Computer Science
2020 - 2024
Studied key subjects such as Python,C and computer science topics.
Worked on projects including DRUG RECOMMENDATION SYSTEM Using sentiment analysis.
Awarded 1st prize in Hackathon in 2nd year of course and 2nd prize in Webathon.
Amazon Web Services (AWS)
AWS Academy Graduate - AWS Academy Cloud Foundations
Issued Jun 2023
Microsoft
MTA: Mobility and Device Fundamentals - Certified 2022
Issued Jun 2022
Microsoft
Microsoft Certified: Azure AI Fundamentals
Issued Nov 2022
Microsoft
Microsoft Certified: Azure Fundamentals
Issued Oct 2022
Tech stack
Software and tools used professionally
Google Tag Manager
Postman
Google Cloud Platform
Bedrock
GitHub
Kubernetes
AWS Fargate
GitHub Actions
NumPy
Pandas
MySQL
PostgreSQL
Node.js
Spring Boot
Redis
Jira
React
JavaScript
Python
HTML5
CSS 3
C++
C
MATLAB
TensorFlow
PyTorch
scikit-learn
Flask
FastAPI
Gemini
Microsoft Excel
Vercel
TypeScript
Git
Docker
Google BigQuery
SQL
XGBoost
LangChain
Pydantic
OpenAI API
Anthropic Claude API
Google Gemini API
OpenAI Agent Builder
Retrieval-Augmented Generation (RAG)
Availability
Location
Authorized to work in
Portfolio
umarfarook-ai.vercel.appSalary expectations
Social media
Job categories
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