Satwik Reddy G
AI/ML Engineer • GenAI & LLM Systems • RAG, LangChain, LangGraph • MLOps (Azure/AWS/GCP) • Survival Modeling
- Role
- Genai Engineer at Verinon
- Location
- Milwaukee, WI, US
- LinkedIn followers
- 500 followers
Experience
Genai Engineer
Aug 2023 — Present
Designed and deployed enterprise-scale LLM multi-agent systems for claims triage, underwriting document summarization, and real-time policy servicing using LangGraph and AutoGen.Built RAG pipelines using LangChain, FastAPI, and pgvector/FAISS to allow LLMs to use actuarial tables, underwriting manuals, and policy documents for grounded answers.Integrated GenAI agents with Salesforce CRM and internal policy administration systems to automate claim intake, policy renewals, and customer FAQ handling.Created a complete AI governance layer, including output monitoring, guardrails, safety filters, hallucination detection, and traceability through LangSmith.Developed hybrid LLM + traditional ML models combining GPT-4 reasoning with XGBoost/LightGBM risk scoring for underwriting and fraud detection.Built advanced document extraction workflows using Azure Document Intelligence and Amazon Textract to process policy forms, mortality tables, and application packets.Implemented survival analysis models (Cox/Random Survival Forest) for mortality prediction, lapse forecasting, and reinsurance modeling.Automated training pipelines using cloud events (EventBridge, Functions) to retrain models when data changes or regulations update.Created a secure Delta Lake–based data lakehouse for policy, claims, and customer service data.Built ReactJS + Power BI dashboards to visualize agent performance, prompt success rates, hallucination metrics, and claim automation metrics.
Education
Amrita school of engineering, Bengaluru
Bachelor of Technology, Electrical, Electronics and Communications Engineering
Trine University
Master of Science - MS, Information Science/Studies
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