Pranideep Karnati

About Pranideep Karnati

AI/ML Engineer with 4.5+ years of experience designing and deploying scalable machine…

Experience

1. Generative Ai Engineer

   PNC

   Jun 2025 — Present · Dallas, TX, US

   Architected enterprise-grade LLM frameworks, supporting multiple model backends for cross-team adoption and standardization.• Implemented bounded agent workflows for task automation, planning, and controlled execution, reducing manual effort by 35%.• Developed RAG pipelines with long-context retrieval, chunking, summarization, and vector databases (FAISS, Pinecone), improving internal knowledge access by 40%.• Fine-tuned GPT and BERT models using Hugging Face and Azure ML for domain-specific tasks, including customer support and document summarization.• Engineered low-latency inference pipelines, optimizing batching, token streaming, and hybrid CPU/GPU deployment to meet SLA requirements.• Integrated security guardrails and human-in-the-loop feedback, mitigating prompt injection and data leakage risks.• Built multi-modal AI systems combining text, image, and structured data for document analysis, summarization, and reporting.• Designed cost-aware model routing, caching, and prompt optimization, reducing inference cloud costs by 25%.• Developed AI copilots and knowledge assistants with access control, audit logging, and monitoring dashboards.• Monitored model performance using MLflow and Weights & Biases, proactively detecting drift and triggering retraining cycles.