About Rahali
Arabic
Native or bilingual
French
Native or bilingual
English
Fluent
Experience
- ArrowSphere CloudAI Software DeveloperTECHSeptember 2024 - Today (1 year and 10 months)Paris, FranceSenior AI Engineer / LLM Solutions Architect
- Developed LLM-powered conversational AI solutions for a cloud marketplace platform, enabling intelligent solution discovery, sales assistance, and deployment guidance.
- Designed AI architecture patterns and best practices for enterprise LLM applications, including agent orchestration, RAG pipelines, evaluation frameworks, and scalable system design.
- Partnered with sales, product, and marketing teams to translate business requirements into technical solutions and product features.
- Built a multi-agent chatbot architecture that reduced token consumption by30%while increasing response accuracy, modularity, and maintainability.
- Developed an automated AI evaluation and testing framework for quality assurance, regression testing, and behavioral drift detection.
- Built real-time voice agents using Speech-to-Text (STT), Text-to-Speech (TTS), and OpenAI Realtime API technologies for natural voice interactions.
- Migrated chatbot services from REST-based AWS Lambda functions to persistent WebSocket services on EC2, reducing response latency by40%and improving user experience.
Technologies:Python, LLMs, Azure OpenAI, RAG, MCP (Model Context Protocol), Multi-Agent Systems, STT/TTS, OpenAI Realtime API, OpenSearch, AWS (Lambda, EC2, S3, CloudFront, API Gateway), AI Architecture - Sup de Vinci SchoolIntervening TeacherEDUCATION AND E-LEARNINGJanuary 2023 - June 2025 (2 years and 5 months)Rennes, FranceInstructor – Kubernetes & Machine Learning
- Delivered 35+ hours of lectures and hands-on sessions on Kubernetes and Machine Learning for students and early-career engineers.
- Designed and structured course materials on Kubernetes, covering container orchestration, deployments, scaling, and cloud-native architecture principles.
- Taught Machine Learning fundamentals, including supervised and unsupervised learning, model evaluation techniques, and practical implementation using real-world datasets.
- Focused on bridging theory and practice through interactive exercises, labs, and applied projects to strengthen technical understanding and problem-solving skills.
- Huawei Technologies IrelandMachine Learning and MLOps EngineerTELECOMMUNICATIONSMarch 2022 - September 2024 (2 years and 6 months)Dublin, IrelandAI/ML Engineer – Autonomous 5G Networks
- Developed AI/ML solutions for autonomous 5G network management, including LLM-based incident detection, reinforcement learning–driven network optimization, and cloud-native MLOps infrastructure for large-scale telecom systems.
- Fine-tuned and evaluated large language models (LLaMA, Falcon) using PEFT techniques to improve accuracy in 5G incident detection and automated resolution workflows.
- Designed and implemented multi-agent systems using AutoGen, leveraging advanced prompting strategies such as chain-of-thought reasoning, ReAct, and RAG for complex telecom operations.
- Built reinforcement learning models to optimize 5G network configurations, balancing key performance indicators including coverage, throughput, latency, and energy efficiency.
- Introduced MLOps practices by developing Kubernetes Custom Resource Definitions (CRDs) and controllers using Kopf for cloud-native machine learning deployment and lifecycle management.
- Implemented GitLab CI/CD pipelines for containerized ML systems, enabling automated Docker builds, Kubernetes deployments, and Kafka-based data integration workflows.
Technologies:Python, Machine Learning, Reinforcement Learning, LLMs, RAG, PEFT, AutoGen, LangChain, Kopf, Docker, Kubernetes, GitLab CI/CD, Kafka, PostgreSQL
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Education
- Doctor of Philosophy - PhD, Computer ScienceUniversité de Rennes I2020Doctor of Philosophy - PhD, Computer Science
- Engineer's Degree, Telecommunications Engineeringsup'com2017Engineer's Degree, Telecommunications Engineering