About Me
Senior Software Engineer | Cloud & AI Specialist
Contact Information
Professional Overview
Senior Software Engineer – specializing in cloud-native and AI-powered application development for the healthcare industry. Currently leading end-to-end development of production-grade telemedicine platforms.
AWS Certified Machine Learning Engineer – Associate, combining deep full-stack engineering expertise with hands-on machine learning and data engineering capabilities.
My work spans the full technology lifecycle — from designing cloud architectures and building scalable backend systems to training custom computer vision models and deploying multi-agent AI systems in production. I independently architect and manage multiple healthcare platforms, including virtual mental health treatment systems featuring agentic AI with multi-modal interaction, ambient summarization, and clinical risk analytics, as well as AI-powered medical imaging platforms with custom-trained vision transformers for classification and semantic segmentation.
Key strengths:
- Designed and productionized agentic AI systems orchestrating multiple specialized agents with structured memory, context injection, and streaming I/O for real-time interactions
- Built end-to-end computer vision pipelines from data preparation and model training to fine-tuning, deployment, and serverless inference at scale
- Integrated AI deeply into full-stack applications including NLP, speech-to-text, text-to-speech, medical terminology extraction, and real-time video/audio analysis
- Implemented RAG architectures, prompt engineering strategies, and guardrails to ensure safe, accurate, and context-aware AI responses in sensitive healthcare environments
- Managed the complete MLOps lifecycle, including model versioning, monitoring, A/B testing, and CI/CD for ML workflows
Beyond engineering – independently authored peer-reviewed research manuscripts and collaborated on funding and ethics board applications, bridging applied technology with academic contribution. Driven by building technology that directly impacts patient care in communities with limited access to specialists, combining technical depth with a mission-focused approach to healthcare innovation.
Areas of Expertise
Programming Languages
Frontend Development
Backend Development
Database Management & Storage
Cloud & DevOps (AWS)
ML Frameworks & Training
Generative AI & Agents
Computer Vision
NLP & Medical AI
Data Pipelines & ETL
Data Analytics & Warehousing
Data Preparation & Analysis
MLOps & Model Management
ML Concepts
Authentication & Security
Build & Deployment Tools
Testing & Code Quality
AI Workflow Integration
Designed and productionized multi-agent and computer-vision pipelines across healthcare apps. For LifeLine, built an agentic system on Amazon Bedrock (chatbot, session-summary, and risk-analytics agents) with streaming I/O, Polly TTS, and Transcribe STT; integrated Chime SDK for sessions and ambient listening (text + Rekognition facial/engagement cues) to generate real-time summaries and risk signals, with structured memory and secure backend context injection. For SkinScan, implemented a three-stage CV pipeline—Rekognition pre-screen, SageMaker classification, and serverless wound segmentation with RLE masks—plus Bedrock agents for wound staging, healing assessment, and clinical recommendations; integrated Comprehend Medical for ICD-10/RxNorm inference and real-time SSE streaming for analysis progress. Both solutions run in VPC-isolated AWS environments with Cognito auth, presigned S3 media flows, and full audit/reporting for privacy and accountability.
Experience Highlights
Virtual Health Hub
Senior Software Engineer | Cloud & AI Specialist
- Managing the Lifeline Project end-to-end, including development, cloud infrastructure, and solution architecture
- Built highly scalable system using Next.js, Vue.js, React.js, Quasar, and React Native, maintaining HIPAA compliance
- Created multi-modal AI chatbot with voice/text integration using Amazon Bedrock, Polly and Transcribe
- Developed video conference ambient listening to summarize meetings with Chime SDK, Transcribe, S3 and Bedrock
- Built Agentic AI system with multiple agents for chatbot, video conference summary, and risk analytics
- Architected AWS cloud infrastructure including Cognito, ECS Fargate, RDS, EventBridge, API Gateway, and Chime SDK
- Developed custom native module in Expo using Swift & Kotlin to bridge Amazon Chime SDK with React Native
- Authored peer-reviewed manuscript on AI safety evaluation in mental health systems
Virtual Health Hub
Software Developer
- Developed full-stack healthcare applications using React.js, Vue.js, and Node.js
- Implemented AI integrations and cloud infrastructure
- Built dynamic appointment booking and medication management systems with analytics and notifications
- Integrated Amazon Chime SDK with React Native using Swift & Kotlin
Saaska Software Inc.
Software Engineer
- Developed esiKidz childcare management software using React.js and React Native at the enterprise level
- Learned data engineering by creating apps for web crawling, data extraction, and manipulation
- Experienced AWS cloud infrastructure maintenance, including Lambda, Amazon S3, API Gateway
- Performed optimization of developer toolchain, fully automating deployment and minimizing development friction
SELISE Digital Platforms
Software Engineer
- Developed Sunrise-club event booking site for Telco (Sunrise) users of Switzerland
- Implemented OAuth 2 + OIDC, Storyblok CMS, and MongoDB database
- Maintained URL redirect with WAF in production and web firewall security
- Constructed a complete language translation system
Quantic Dynamics Ltd.
Web Developer
- Built fully responsive web applications using React.js, Next.js, and Node.js with MongoDB and Firebase
- Architected frontend and backend solutions with RESTful API integration and asynchronous client-server communication
- Implemented data manipulation, search, and sort functionalities using Node.js
Education
Applied Certificate in Website Design and Development
Saskatchewan Polytechnic
Bachelor of Science in Textile Engineering
Ahsanullah University of Science & Technology
WES Canadian equivalency 4-year bachelor, Ref# 4848976
