Generative AI Engineer

Harshavardhan Reddy Arimanda ✌️

Available for work

Work Experience

Molina Healthcare

Generative AI Engineer

Aug 2024 - Present

• Designed and deployed production grade RAG-powered conversational agents for patient support systems, leveraging LangChain and LlamaIndex to enhance context-aware retrieval.
• Implemented LLM evaluation frameworks for response accuracy, coherence, and compliance using both automated metrics and human feedback loops.
• Developed fine-tuned LLM pipelines (using QLoRA and PEFT) for healthcare document summarization, improving response precision by 30%.
• Integrated AI models into existing systems via FastAPI and secure REST microservices, ensuring HIPAA compliance and low latency inference.
• Collaborated on deploying AI workloads within Azure cloud environments, leveraging AKS for scalable inference.

LangChainLlamaIndexQLoRAPEFTFastAPIAzure AKSHIPAAAnd more...

Tata Capital, India

Full Stack AI/ML Engineer

Sept 2020 - July 2023

• Built and maintained AI-driven financial analytics systems, predicting customer churn and credit risk using ML models in TensorFlow and Scikit-learn.
• Led the development of real-time dashboards and APIs for business intelligence using Flask, React.js, and PostgreSQL.
• Deployed deep learning models (CNN, RNN) for fraud detection and document classification, achieving up to 92% F1-score on validation data.
• Designed automated MLOps pipelines integrating MLflow, Airflow, and Docker for continuous model training and deployment.
• Mentored junior developers in ML model design and full-stack integration, improving project delivery timelines by 20%.

TensorFlowScikit-learnFlaskReact.jsREST APIPostgreSQLCNNRNNMLflowAirflowDockerAnd more...

Skills & Technologies

Core Skills

Generative AIPrompt EngineeringAI Red-TeamingAI SecurityFull-Stack DevelopmentMachine LearningRAGLLM Model FinetuningDeep LearningData AnalysisAgentic AI

Technologies

LangChainLlamaIndexOllamaHugging FaceVector DatabaseSQLNoSQLTensorFlowLLMPythonJavaJavaScriptReactJsNodeJsREST APIGit

Latest Blog Posts

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Research Work

Leveraging Curiosity-Driven Red-Teaming with Reinforcement Learning to Improve LLM Safety

A novel approach to enhancing Large Language Model safety through autonomous red-teaming and reinforcement learning techniques.

  • Currently working on a research paper on using curiosity-driven reinforcement learning to enhance LLM safety.
  • Developing an autonomous red-teaming framework for detecting and mitigating harmful LLM outputs.
  • Exploring the use of reinforcement learning to autonomously generate adversarial inputs for LLMs.
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