Bridging Human Intelligence
with Digital Logic
Forward-thinking Software Engineering with 3+ years of experience, specializing in bridging traditional Full Stack development with modern AI Agentic Workflows.
Expertise in Low-Code Automation (n8n), Local LLMs, RAG Systems, and AI-First Development. Building scalable, secure, and intelligent systems that empower enterprises to innovate without boundaries.
Technical Expertise
Bridging traditional Full Stack development with modern AI Agentic Workflows
AI & Automation
AI-Assisted Development
Full Stack Development
Backend & API
Database & Infrastructure
Computer Vision & Security
3+ years of experience delivering end-to-end software solutions and AI prototypes
Project Showcase
Intelligent Customer Support Bot
Privacy-first automation workflow using n8n with Local LLMs (DeepSeek 8B) via LM Studio. Engineered system prompts based on SOPs to classify user intent and generate context-aware replies. Reduced Tier-1 support ticket volume by 60% with zero data leakage to cloud.
F&B Loyalty System Refactor
Utilized Claude Code CLI to index legacy PHP codebase and digest complex loyalty business logic. Generated new API endpoints by referencing existing backend design patterns (Singleton/Factory). Accelerated backend refactoring by 60%, launching 2 weeks ahead of schedule.
Private AI Knowledge Base
Deployed quantized Llama 3 model locally using LM Studio for internal document Q&A. Built RAG pipeline with FastAPI to index PDFs into local Vector Store with 100% data privacy. Zero cloud dependency ensures complete control over sensitive business data.
Face Liveness Detection System
Developed edge-computing computer vision module using Python, OpenCV, and MediaPipe for anti-spoofing authentication. Implemented algorithms to prevent photo attacks on vending machines. Real-time processing ensures secure biometric verification at the edge.
CRM Performance Optimization
Maintained and optimized enterprise CRM system built on Java and Apache Tomcat. Achieved 25% increase in system load efficiency through strategic code refactoring and database indexing. Created comprehensive technical documentation for seamless knowledge transfer.
Secure FinTech Architecture
High-security iOS financial data processing system with robust identity verification (KYC) and complex real-time transaction logic. Ensures highest standards of data integrity with multi-layer security protocols and encrypted data transmission.
Why BONR?
For over 3 years, BONR SERVICES has delivered end-to-end software solutions and AI prototypes for corporate clients across Malaysia and Singapore.
We combine deep technical expertise with a commitment to rapid deployment. From 60% reduction in support tickets to launching projects 2 weeks ahead of schedule, we deliver measurable results.
Our specialization in privacy-first AI solutions ensures your sensitive data never leaves your infrastructure. Local LLMs, edge computing, and zero-cloud dependency mean 100% data privacy.