AI roadmaps and use-case portfolios
Prioritise opportunities, clarify dependencies and define a practical route from exploration to operational value.
Speaking · Training · Advisory
Share the ideas. Guide the decisions.
I speak, teach and advise on artificial intelligence, data science and connected knowledge—making advanced ideas useful for leaders and practitioners.
Speaking & training
Advanced AI, explained without losing the substance.
Sessions can be adapted for executive, multidisciplinary or technical audiences, from strategic orientation to architecture-level depth.
Selected engagements
- LLM architecturesPyTorch Conference · 2025
- Backtesting with correlated dataOxford Mathematical and Computational Finance Seminar · 2024
- A beginner’s guide to RAG agentsProfessional lecture · 2025
Possible themes
- Enterprise generative AIFrom useful prototype to governed capability
- Knowledge graphs & GraphRAGGiving AI context, relationships and evidence
- Agentic AITools, boundaries, evaluation and trust
- Explainable decision systemsDesigning AI people can understand and challenge
Advisory engagements
Focused guidance when the decision matters.
Advisory work can stand alone or support a broader delivery programme. The scope starts with the business question and the decision that needs to improve.
Technical reviews and solution design
Evaluate proposed architectures, retrieval patterns, tools and build-versus-buy choices against real constraints.
PoC framing and evaluation
Define what a proof of concept must demonstrate, how it will be tested and what evidence supports the next investment decision.
Executive and team advisory
Provide an experienced technical perspective for sponsors, product leaders and data or AI teams navigating difficult trade-offs.
Author
Long-form ideas have their own home.
Knowledge for AI is in development, alongside fantastical short stories and science fiction.
Visit the separate books page →Planning an event or a focused AI engagement?
Share the audience, challenge and format you have in mind.