Services

I help organizations turn language AI into working systems — from first ideas to production. With 12 years in Language AI, a PhD in conversational AI, and experience as engineer, consultant, team lead, and lecturer across industry, research, and the public sector, I cover the full project lifecycle.

• AI Training & Knowledge Transfer
• AI Infrastructure
• AI Consulting & Applications
• AI Team & Project Lead
• AI Model Training and Evaluation
• Conversational AI & Chatbots

AI Training & Knowledge Transfer

I prefer a hands-on learning-by-doing method in which participants learn their topic while solving actual projects, instead of listening to powerpoint-based sessions.

• AI courses and lectures
• AI ideation workshops
• Mentoring of engineers, researchers, and student teams
• Knowledge transfer for non-technical stakeholders

AI Infrastructure

I can build your AI infrastructure, from inference settings over multi-tenant training & experimentation setups up to on-premise cloud architectures.

• Planning & conceptualization
• GPU server configuration and CUDA
• Slurm / HPC workload management
• Deployment of AI models, including quantization and batching
• Docker-based training and serving environments

AI Consulting & Applications

I advise public, private, and academic partners on how to scope, staff, and deliver AI initiatives — including when not to use AI — and help bring applications from ideation to production.

• Feasibility and opportunity assessment
• Ideation, requirements analysis, and system design
• Technical due diligence of existing AI systems
• Evaluation, iteration, and knowledge transfer to your team
• AI Safety, Data Privacy

AI Team & Project Lead

With 10 years of experience leading AI teams and projects, I can take ownership of delivery — from scoping and staffing through implementation and stakeholder communication — in international, cross-functional settings.

• Tech and project lead for AI research and industry collaborations
• Building and mentoring engineering and research teams
• Requirements analysis, conceptualization, and stakeholder alignment
• Coordination across internal teams, partners, and external consultants
• Open-source community leadership and collaborative research initiatives

AI Model Training and Evaluation

• Large Language Models: fine-tuning, benchmarking, prompt engineering, and deployment
• Transformers and classical ML (e.g. LSTMs, SVMs) where lighter architectures fit better
• Data generation and dataset assessment
• Model evaluation and comparative benchmarking
• User studies and usability / UX evaluations, especially for conversational interfaces

Conversational AI & Chatbots

Conversational AI is my main specialization (7+ years), including RAG and Agentic AI. I invent, build, evaluate, and deploy chatbots for industry, government, and research.

• Task-oriented and open-domain dialog systems
• RAG chatbots over your documents and knowledge bases
• Agentic AI, including Dynamic Prompting
• Voicebots / IVR for telephone channels
• Multilingual systems, including African languages such as Kinyarwanda
• Chatbot evaluation (subjective quality, user studies, automated metrics)
• Federated / modular multi-agent architectures