LLM & Generative AI systems
RAG pipelines with hybrid retrieval and vector stores, agentic workflows with tool use, evaluation harnesses and guardrails — designed around the metrics that decide whether a system ships: latency, cost and throughput.
Open to remote AI/LLM Engineer roles worldwide
I build digital application integrated with LLM systems that reach production.
AI Engineer with a PhD in deep learning and computer vision, and five years shipping AI-enabled software in industry.
- PhD Deep Learning & Computer Vision, 2025
- 4 peer-reviewed publications
- 35% model error reduction
- 5+ yrs production delivery
What I build
Three things I am hired for, and the evidence behind each.
Computer vision & document AI
Object detection and image classification at research depth — a novel YOLOv5-based handwriting recognition model and hybrid transfer-learning models for medical imaging, both peer-reviewed and published.
Data & production engineering
The unglamorous half that makes AI usable: ETL and orchestration, warehouse modelling, API design, and full SDLC ownership of ERP-integrated systems running in a live manufacturing business.
Selected work
A few projects that show how the research and the engineering meet.
AI, Machine Learning & Data Science
Multimodal Document Intelligence — Handwriting Detection (YOLOv5)
Novel YOLOv5-based detection and recognition model for handwritten documents.
AI, Machine Learning & Data Science
COVID-19 X-ray Classification — Hybrid Transfer Learning
Hybrid deep transfer-learning models for medical image classification.
AI, Machine Learning & Data Science
Agentic AI & RAG Assistant
Retrieval-augmented, tool-using assistant over technical documents.
Published research
Peer-reviewed work in indexed journals and Springer proceedings.
2025
Enhancing COVID-19 classification of X-ray images with hybrid deep transfer learning models
Frontiers in Artificial Intelligence ESCI, Scopus
2023
A Novel YOLOv5 Deep Learning Model for Handwriting Detection and Recognition
International Journal on Artificial Intelligence Tools SCI-Expanded, Scopus
2024
Spatial and Spatiotemporal Clustering Algorithms in Data Mining
ICDEC 2024 - Springer Lecture Notes in Networks and Systems Scopus
From the blog
Notes on building AI systems, computer vision and data engineering.
LLM & GenAI
Shipping a RAG system: the metrics that actually decide launch
Accuracy is not what gets a retrieval-augmented system into production. Here is the short list of numbers I…
Computer Vision
From YOLOv5 to document intelligence
My PhD work on handwriting detection was really a document-understanding problem. Here is how that reframes…
Looking for someone who can do both halves?
Research rigour and production delivery, in one person. I am open to remote ai/llm engineer roles worldwide and available for consulting through Binotix.