Bilingual Azure AI Customer Service Platform
Production-oriented reference architecture combining bilingual retrieval, escalation-risk ML and MLOps / GenAIOps controls around evaluation, release and monitoring.
Technical Project Lead · Cloud · Azure AI · MLOps
I’m a Technical Project Lead with experience delivering cloud, eCommerce, enterprise application, SharePoint and integration initiatives across UAE and GCC environments. This site is a portfolio of selected enterprise delivery and hands-on Azure AI / MLOps work.
Current Goal
My priority is a full-time position where I can combine technical delivery leadership with cloud and Azure AI / MLOps. I’m currently in a stable role and use this site as a portfolio to show selected delivery experience, hands-on technical work and how I approach production readiness.
A quick introduction
A short introduction to my background, current focus and the kind of technical work represented across this portfolio.
Proof — can he actually build?
Reference implementations use synthetic data where applicable. They are intentionally shown separately from real client delivery work.
Production-oriented reference architecture combining bilingual retrieval, escalation-risk ML and MLOps / GenAIOps controls around evaluation, release and monitoring.
Search historical incidents by symptoms and service to surface related issues, root causes and previous resolutions.
Transform simulated sensor data into anomaly signals, machine risk and a prioritized maintenance view.
Review valid, expired and missing compliance documents with follow-up status and recommended next action.
Turn inventory data into stockout-risk, reorder and excess-stock actions using operational business rules.
What I solve — is this relevant to us?
I sit between engineering detail and delivery accountability — especially where cloud or AI work needs to move beyond the prototype stage.
Bilingual RAG, Azure AI Search, Azure ML, evaluation, versioning, release gates and production-readiness controls.
Azure / AWS platforms, enterprise applications, integrations, eCommerce, modernization and technical coordination.
UAT, go-live readiness, rollback planning, monitoring, incident follow-up, defect management and operational handover.
Enterprise — has he done this in the real world?
Client work focused on requirements, technical coordination, testing, releases, production follow-up and handover.
Coordinated scope, requirements, UAT, releases and operational handover across six B2B / B2C properties.
Requirements, testing, releases and production validation for a regional platform supporting UAE, KSA, Qatar and Kuwait.
Requirements, security / access workflows, UAT, cutover, rollback planning, handover and production follow-up.
Azure-hosted SharePoint delivery with hybrid connectivity and an AI-assisted Arabic / English document workflow.
Cloud deployment, integrations, monitoring, backup, security controls, testing and release support.
Public work — how does he think?
Click a thumbnail to open the original post, read the context and follow through to the tool where available.
Map capabilities to applications, owners, integrations, pain points and modernization priorities.
Read post ↗Compare architecture choices across business fit, security, scalability, cost and delivery risk.
Read post ↗Structure severity, impact, escalation, actions and communication during a production incident.
Read post ↗Review testing, monitoring, rollback, support coverage and unresolved production risk before go-live.
Read post ↗Certifications
Credentials are shown as supporting evidence; the implementations and enterprise delivery above remain the main proof.
Machine Learning Operations (MLOps) Engineer Associate
Cisco Certified · networking foundations
Microsoft systems foundations
Insights
Practical notes on AI quality, delivery decisions and what changes when a solution has to operate reliably in production.
Why bilingual RAG needs language-specific evaluation, why retrieval and generation should be tested separately, and how monitoring, versioning and rollback change the release conversation.
Read article →Availability
My priority is a full-time opportunity across IT management, technical team leadership, Azure / cloud and technical delivery. Recruiters and hiring managers can use the form or contact me directly by phone, email or LinkedIn.