Staff Machine Learning Engineer · Malmö, Sweden · Arabic | English | Swedish
I ship production GenAI, RAG, and AI systems that handle millions of interactions, improve resolution rates, and lower costs. Recent wins: IKEA's 63-country bot (+35% resolution, -20% support cost), tenant-contained LLM chat with privacy/governance deployed in under 24h for sub-$1k/mo, and prompt-based AI playlists driving +25% engagement and -40% curation effort.
Signature outcomes: IKEA Billie at 20M+ monthly conversations with +35% resolution and -20% support cost across 63+ markets. Axis Object Analytics shipped portfolio-wide on-device detection/tracking at no extra cost. Spotify's AI Playlist delivered +25% engagement with -40% curation effort.
What I do: production GenAI across chat and voice with eval loops, latency and cost controls, and observability; tenant-first LLM and RAG with privacy and governance guardrails; AI features that ship from playlists to support automation and on-device intelligence.
How I work: discover the right outcomes with privacy and infra alignment, prove with eval harnesses targeting quality, latency, and cost, then ship and learn through autoscaling, guardrails, and steady iteration.
Staff Machine Learning Engineer · Retail · Dec 2025–Present
Team size 12 · Reporting to Retail Data & Machine Learning Manager
Senior Machine Learning Engineer · Retail · Oct 2024–Dec 2025
Senior Machine Learning Engineer · Consulting
Machine Learning Engineer · Video Surveillance
Agentic RAG, prompt engineering, LangChain, LangSmith, semantic search, and Elasticsearch (vector search).
Vertex AI model providers, LiteLLM routing, Kubernetes microservices, Docker, and Pub/Sub messaging.
GitHub Actions CI/CD, IaC with Terraform, Redis caching, and production eval/guardrail workflows.
Postgres for production data, BigQuery Lakehouse, and ClickHouse analytics.
Python, SQL, and TypeScript with API design, evaluation harnesses, and production guardrails.
Grafana dashboards, Langfuse traces, OpenTelemetry instrumentation, and operational model monitoring.

24/7 customer chat and voice bot across 63+ markets, handling order status, store hours, delivery rescheduling, and issue reporting.
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Hitachi Solutions Enterprise Chat: LLM chat in your Azure tenant with privacy, governance, and user management—deployable in under a day for sub-$1k/mo.
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For Premium on mobile: AI Playlist builds a playlist from your typed prompt, curating songs to match your taste.
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On-device AI across the Axis camera portfolio; detection, tracking, and classification shipped at no extra cost.
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Visa Free Nomads shows where your existing visas and residence permits already unlock entry — no hacks, just written law.
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Manassa is a cross-platform (iOS/Android/Web) app for customer engagement, follow-ups, and team collaboration on the go.
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Halmstad University · 2017–2019
University of Basrah · 2012–2016
Reach out to explore future collaborations—whether you need GenAI, RAG, or ML leadership, or want a quick gut-check on where to take your stack next.