Principal AI Engineer | Generative AI & Forward Deployed AI Architect

Kakinada, India

Results-driven Principal AI Engineer with 7+ years building production-grade intelligent systems across enterprise SaaS, Finance, and Travel. Deep expertise in Agentic AI (A2A, MCP), RAG architectures, LLM inference (vLLM, Bedrock), LLM watermarking, and large-scale recommendation systems.

• Delivered an 8-service AI recommendation platform serving 2M+ users with ~25% engagement uplift
• Drove enterprise AI revenue by converting pilot accounts into permanent multi-year contracts (Cisco, Rathbones, Admiral, CVS Pharma)
• Currently architecting Cornerstone's skills intelligence platform across UK/AU/JP/FR regions
• Active open-source contributor with 25+ public GitHub repositories

Languages: Python, Java, SQL, Scala, Rust, Go, Solidity

Generative AI & LLMs: Agentic AI, A2A, FastMCP, MCP, RAG, Prompt Engineering, LLM Watermarking, PEFT/LoRA, vLLM, Amazon Bedrock, AWS SageMaker, Qwen, Phi-4, LLaMA-3, GPT-4, Mistral, BERT

LLM Frameworks: LangChain, LangGraph, Langfuse, ReAct Agents, Google ADK, TRL, RAGAS, DeepEval

Machine Learning: Recommendation Systems, CMAB (Reinforcement Learning), PyTorch, TensorFlow, Scikit-learn, XGBoost

Data & Vector DBs: ClickHouse, PostgreSQL, MongoDB, Redis, Weaviate, Apache Spark, Polars, Trino, BigQuery, Apache Airflow, Elasticsearch, Apache Pulsar, ArangoDB

Cloud & Infrastructure: AWS (EKS, Kubernetes, S3, EC2, Lambda, EMR, ECR, RDS, Route53, SSM), GCP Vertex AI, Azure ML, Docker, Terraform, FastAPI, Jenkins, GitHub Actions CI/CD

• Agentic AI Skills Stack (5 repos): Three-tier skill taxonomy, FastMCP tool server, A2A supervisor agent, agent registry, JWT/OAuth2 gateway
• recommender-platform & vllm-serving-lab: Two-stage retrieval + CMAB recommender; LLM inference kit with p50/p95/p99 benchmarking, AWQ quantization, K8s HPA
• llm-guardrails-kit, lora-finetune-lab & clickgraph: Prompt-injection & PII guardrails; PEFT/TRL LoRA pipeline; Rust graph query service

• PGDM in Finance | IMT Ghaziabad (2019 – 2021)
• B.Tech in Computer Science | Amrita School of Engineering (2013 – 2017)

• LinkedIn: hari-siva-rami-reddy-h-92983291
• Email: haribhamireddy@gmail.com