Enterprise Systems
Backend and operational software built for scale, reliability, and measurable impact.
Senior software engineer
Building production systems where software meets operations.
Senior software engineer focused on production-grade backend systems, industrial analytics, and machine vision. Selected work spans enterprise software, manufacturing optimisation, and applied AI.
Positioning
Enterprise software, computer vision, and manufacturing optimisation with a bias toward real-world deployment.
Current focus
Enterprise backend systems, industrial analytics, and machine vision with measurable production outcomes.
Public profile
A selective hub for work, research, and future writing without overexposing personal details.
Focus areas
Work shaped by production reality.
The public profile should stay close to the actual work: enterprise systems, industrial analytics, machine vision, and selective research output.
Computer Vision
Applied OpenCV and vision systems delivered into manufacturing environments.
Optimisation
Data-driven sequencing, risk prediction, and decision support for production workflows.
Research
Ongoing academic work in manufacturing systems, optimisation, and industrial analytics.
Public Proof
Patents, publication links, and open-source references that can be verified publicly.
Leadership
Mentoring, interviews, and cross-functional delivery from prototype to production.
Professional profile
A senior engineer with depth across software, AI, and operations.
The differentiator is not one isolated skill. It is the ability to connect software engineering, analytics, and real operational constraints into systems that ship and hold up in production.
Enterprise Delivery
Built and productionalised systems in high-stakes manufacturing environments.
Applied AI
Used machine vision, predictive models, and analytics where outcomes matter operationally.
Technical Range
Grounded in backend engineering, research, and cross-functional execution.
Featured work
Use the homepage to prove capability fast.
The strongest differentiator here is not volume. It is the mix of enterprise delivery, industrial impact, machine vision, and public technical artifacts.
Computer vision / manufacturing
Conveyor Chain Health Monitoring
Designed and delivered a production computer vision system in Python and OpenCV to monitor conveyor chain health in automotive manufacturing. The system supported major cost avoidance, scaled into plant operations, and contributed to a granted US patent.
Deployed at scale
Industrial analytics / optimisation
Vehicle Sequencing and Risk Prediction
Built data-driven sequencing and risk-prediction algorithms to identify assembly-line stoppage risks before they materialised. At selected workstations the approach reduced stoppages by up to 80 percent.
Production impact
Open source / computer vision
Temperature Scanning Kiosk
Developed an OpenCV-based thermal screening application with masked face detection and tear-duct localisation during the COVID-19 period. The project was later open-sourced by General Motors.
Public repository
Private build / automation
LLM-Assisted Trading Analysis Bot
Built a Python workflow that combines live market data with LLM-assisted pattern analysis for trade signal generation. The repository remains private, but it reflects ongoing work in automation and applied AI.
Active exploration
Principles
Build for production
Interesting prototypes matter less than systems that survive real operational constraints, integrate cleanly, and deliver measurable outcomes.
Follow the signal
The strongest work is data-informed, technically rigorous, and tied to a clear business or operational impact.
Keep scope disciplined
The strongest profile is curated. High-signal work matters more than publishing every detail.
Long-term runway
Leave space for what grows next.
Your background supports several credible directions beyond a static CV site: applied AI systems, technical writing, and software tools. Keeping those under one parent brand is the right move until one clearly earns standalone attention.
Applied AI Systems
Strong fitPractical machine learning and computer vision systems shaped by industrial constraints, measurable outcomes, and production reliability.
Research and Writing
Ready to growPublications, technical essays, and notes on manufacturing systems, optimisation, and software engineering decisions.
Tools and Experiments
SelectiveAutomation tools, data products, and smaller prototypes explored with a product mindset.
Education
Ph.D. Mechanical Engineering
Ongoing research in manufacturing systems, optimisation, and industrial analytics.
Public proof
Granted US patent
Systems and Methods for Monitoring Chain Health
US patent application
Systems and Methods for Identifying and Alerting Footprint Over-Cycle Risks on Multi-Product Assembly Lines
Publication
Review of Human Factors and Automotive Assembly Line Control Systems for Sustainable Production
Certifications
Verified certification
RHCSA
Red Hat Certified System Administrator
Issued by Red Hat
Verified certification
RHCE
Red Hat Certified Engineer
Issued by Red Hat
Verified certification
OCP
Oracle Database Certified Professional
Issued by Oracle
Verified certification
OCA
Oracle Database Certified Associate
Issued by Oracle
Verified certification
SQL Expert
Oracle Database SQL Certified Expert
Issued by Oracle
Verified certification
PSM I
Professional Scrum Master I
Issued by Scrum.org