I am a hands-on Senior AI Engineer and ML Architect with 4+ years of experience designing and scaling NLP, RAG, and multi-agent AI systems. I led Wittify.ai’s ML team (LlamaIndex + Weaviate), deploying pipelines serving 2M+ daily requests at <200 ms latency. I excel in transformer fine-tuning, agent orchestration (MCP), and AI observability with analytics reporting for production systems. I have experience in data engineering (PostgreSQL, MongoDB, Redis, PySpark), MLOps, and infrastructure automation (Docker, Kubernetes, Terraform). I am passionate about safe, high-performance AI platforms delivering measurable business impact through collaboration with product and infrastructure teams.

Mohamed Ibrahim

I am a hands-on Senior AI Engineer and ML Architect with 4+ years of experience designing and scaling NLP, RAG, and multi-agent AI systems. I led Wittify.ai’s ML team (LlamaIndex + Weaviate), deploying pipelines serving 2M+ daily requests at <200 ms latency. I excel in transformer fine-tuning, agent orchestration (MCP), and AI observability with analytics reporting for production systems. I have experience in data engineering (PostgreSQL, MongoDB, Redis, PySpark), MLOps, and infrastructure automation (Docker, Kubernetes, Terraform). I am passionate about safe, high-performance AI platforms delivering measurable business impact through collaboration with product and infrastructure teams.

Available to hire

I am a hands-on Senior AI Engineer and ML Architect with 4+ years of experience designing and scaling NLP, RAG, and multi-agent AI systems. I led Wittify.ai’s ML team (LlamaIndex + Weaviate), deploying pipelines serving 2M+ daily requests at <200 ms latency.

I excel in transformer fine-tuning, agent orchestration (MCP), and AI observability with analytics reporting for production systems. I have experience in data engineering (PostgreSQL, MongoDB, Redis, PySpark), MLOps, and infrastructure automation (Docker, Kubernetes, Terraform). I am passionate about safe, high-performance AI platforms delivering measurable business impact through collaboration with product and infrastructure teams.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
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Language

English
Fluent
Arabic
Fluent

Work Experience

Senior AI Engineer (Founding ML Lead) at Wittify.ai
March 1, 2025 - November 18, 2025
Architect multi-agent RAG systems using LlamaIndex + Weaviate, processing 2M+ daily requests at <200 ms latency. Engineered web crawling and parsing pipelines to reduce noisy ingestion by 40%. Built MCP WebSearch server for on-prem retrieval; benchmarked SearxNG, Bing, Google, SerpAPI to optimize relevance by ~25% and reduce costs. Established AI observability and model monitoring (Prometheus, Grafana, LangSmith, Evidently) with drift detection and latency tracking, cutting debugging time by ~35%. Built analytics and reporting platform for chat usage and performance metrics (PostgreSQL, MongoDB, Plotly); automated dashboards for customer trends and business insights. Automated CI/CD deployments (Docker → Kubernetes → SageMaker) with canary rollouts and PromptFoo regression testing, improving reliability by ~40%. Mentored 3 engineers.
AI Software Engineer at Novomind
March 1, 2025 - March 1, 2025
Designed multilingual transformer APIs (Hugging Face + PyTorch) serving 1K QPS at <100 ms latency (+50% relevance). GDPR-compliant PII scrubbing pipeline for privacy-safe NLP training data. Implemented ETL & streaming ingestion (Airflow + Kafka + PySpark), storing embeddings in FAISS/Weaviate and metadata in PostgreSQL; improved throughput and cut cold-start latency by 30%. Deployed model registry & versioning (MLflow + DVC + Helm on Kubernetes) enabling safe rollbacks & audit traceability. Collaborated daily with German cross-functional teams in Scrum on search and recommendation features. Mentored junior engineers.
IT Officer (Lieutenant First Class) at Egyptian Armed Forces
October 1, 2021 - October 1, 2021
Managed mission-critical dual-redundant server clusters ensuring 99.9% uptime and data security. Led IT maintenance and monitoring across secure networks with strict access control & redundancy protocols. Supervised a team of 5 maintaining classified systems and 24/7 operations.
Teaching Assistant at Alexandria University
February 1, 2020 - February 1, 2020
Taught Python and computer-science fundamentals; supervised labs and student projects.
Teaching Assistant (Part-time) at Alexandria University
February 1, 2020 - February 1, 2020
Teach Python and computer-science fundamentals; supervise labs and student projects.

Education

B.Sc. at Alexandria University
September 1, 2013 - July 1, 2018
B.Sc., Computer Engineering at Alexandria University
September 1, 2013 - July 1, 2018
B.Sc., Computer Engineering at Alexandria University
September 1, 2013 - July 1, 2018
B.Sc., Computer Engineering at Alexandria University
September 1, 2013 - July 1, 2018

Qualifications

Deep Learning
January 1, 2023 - November 18, 2025
Machine Learning
January 1, 2023 - November 18, 2025
Deep Learning
January 1, 2023 - November 18, 2025
Machine Learning
January 1, 2023 - November 18, 2025
Deep Learning
January 1, 2023 - November 18, 2025
Machine Learning
January 1, 2023 - November 18, 2025
Deep Learning
January 1, 2023 - November 18, 2025
Machine Learning
January 1, 2023 - November 18, 2025

Industry Experience

Software & Internet, Professional Services, Media & Entertainment, Computers & Electronics, Education