I design and ship agentic systems, enterprise retrieval pipelines, and evaluation harnesses — in Python on Azure, in Arabic and English. Currently Senior AI Engineer at Ghaia.ai.
Currently
Shipping multi-agent and retrieval systems at Ghaia.ai for public-sector and enterprise clients in the Gulf.
Design and ship multi-agent workflows with explicit state, recovery, and evaluation — not freeform prompt chains.
Build retrieval pipelines that survive real corpora — chunking, embeddings, hybrid search, evaluation, and answer grounding.
End-to-end suites with LLM-as-judge, regression gates, and human review — trust comes from measurement.
Production Arabic NLP: tokenization, prompt structuring, evaluation, and content generation alongside English.
Python, FastAPI, Azure, Postgres, Playwright. Deploy, observe, debug, and harden under real traffic.
Arabic-first agentic generation for public-sector workflows
Role · AI-layer lead — architecture and implementation
Production multi-agent system generating Arabic-first content for government workflows, with deterministic orchestration and an evaluation suite gating every release.
LLM discovery + deterministic scoring for a Gulf airline loyalty programme
Role · Designed and evaluated end-to-end
A multi-stage destination-discovery and award-feasibility engine for a Gulf airline's loyalty programme — turning a member's intent into ranked, explainable destination and routing suggestions, benchmarked against a baseline before shipping.
Classification, routing, and compliance for public-sector communications intake
Role · AI backend lead — architecture and implementation
Production multi-agent system that ingests inbound communications requests, classifies and validates them against policy, and routes each to the right downstream workflow — behind a strict state machine and data-residency guarantees.
Multimodal generation with native Arabic audio and burned-in subtitles
Role · POC lead and integration spec author
A generation pipeline that turns a brief into short cinematic video with native Arabic narration and on-screen subtitles — combining video, image, text, and speech models behind one orchestrated workflow.
RAG assistant grounded in Saudi legal documents — Al Qanoon
Role · Implemented end-to-end
A retrieval-augmented assistant grounded in Saudi legal documents from the Ministry of Justice, SDAIA, and municipalities — delivered end-to-end as a public-facing assistant.
Senior AI Engineer
Oct 2025 — Present
Remote · Doha, Qatar
Architect and ship production multi-agent systems for public-sector and enterprise clients in Arabic and English.
AI Engineer
Jun 2023 — Present
Remote
Build custom AI systems for SMB and public-sector clients — RAG, automation, and applied LLM pipelines.
I prefer systems that are deterministic where it matters and evaluated before they are trusted. Most of my recent work is in production Arabic-first AI for Gulf clients, with retrieval, agent orchestration, and evaluation as the load-bearing pieces.
Wrap LLM calls in deterministic state machines, validators, and retries. The model is one component, not the system.
No prompt or chain ships without an evaluation suite. Regression gates exist so improvements stay improvements.
Better chunking, hybrid search, and grounding outperform prompt acrobatics in real corpora.
Timeouts, partial results, graceful degradation. Production traffic is the architecture review.
I'm open to Senior AI Engineer roles — remote, or relocation in the Gulf — and to selected build partnerships where the system has to work on Monday, not just demo on Friday.