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I build AI systems that actually ship, handling the unglamorous, load-bearing part of machine learning where models meet Docker containers, message queues, and production traffic.
My strongest work sits at the intersection of ML and software engineering: turning models, image-processing pipelines, APIs, databases, and deployment infrastructure into systems that run reliably at scale. Most recently that means an AI-powered PCB inspection platform: board scanning, component analysis, multi-board comparison, real-time inference.
At Rama Gaming House and TPL Media, I build data and product systems end to end: local news ingestion across 91 sources, social media analytics, grocery price comparison, and subscription memberships.
I also evaluate frontier-model outputs for code generation, reasoning quality, and tool use, which has sharpened my sense for the difference between code that looks correct and code that is actually reliable.
AI-powered board scanning, component analysis, OCR/marking extraction and multi-board comparison. The POC backend was accepted by SpaceX; now running in production.
Production Electron + FastAPI desktop application integrating proprietary AI models with a multiprocessing inference pipeline for enterprise deployment.
A configurable crawling framework that collects city, police, and public-agency news, structures each article with Gemini, and publishes it to the CMS without duplicates.
Upload, validate, and model exports from six social platforms into PostgreSQL reporting views that power Looker Studio dashboards.
A backend that collects grocery flyer prices by city, validates product identity and package size, and compares the true unit cost of the same staple across retailers.
Android SDK for Malaysian ID cards, passports and visas, with real-time image processing through OpenCV via JNI (C++), tuned for on-device speed.
Face recognition and liveness detection under varied real-world conditions, processing 10,000+ authentication requests daily.
Push-notification SaaS supporting 50+ enterprise clients, plus an employee management system serving 60,000+ users with role-based access.
Structured evaluation of frontier-model code generation and agentic tool use: comparative rankings and failure-mode analysis for RLHF pipelines.
Production ML, computer vision, AI infrastructure, or a team looking for an engineer who ships. Tell me what you have in mind. Three fields, one conversation.
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