Professional Overview
I am an AI engineer specializing in LLM/RAG systems, agent orchestration, and AI-assisted development tooling, built on a 14+ year foundation in enterprise distributed systems (Java, Spring, AWS, Kafka, Kubernetes, Terraform). My work spans production RAG pipelines using OpenSearch, agentic workflows and skills-harness architectures for AI-assisted
Areas of Expertise
AI & Machine Learning Engineers
Design, train, and ship production ML models — from data pipelines to model inference at scale. Covers supervised learning, neural networks, LLM integration, and model optimisation.
data science & analytics
Extract business insights from raw data using statistical modelling, predictive analytics, A/B testing, and interactive dashboards.
MLOps & AI Infrastructure
Architect scalable ML infrastructure — CI/CD for ML, model versioning, experiment tracking, monitoring, and cloud deployment on AWS, GCP, or Azure.
NLP & Prompt Engineering
Build natural language processing systems, fine-tune large language models, and craft reliable production prompts for AI-powered products.