The Invisible 90%: Why AI Projects Fail After the Demo
Talk · AIPMX, 2026
The demo is the easy 10%. Governance, evaluation, model risk and change management are the invisible 90%, and they are where most AI projects quietly die.
Insights
How I think about AI in production.
What I have learned getting AI past the demo and into production inside regulated businesses.
Fine-tuning open LLMs past the frontier models
Talk · Generative AI World Summit & MLOps World
How a well-scoped fine-tune on open models can beat foundation models on a specific task, at a fraction of the cost and with full control of your data and infrastructure.
Optimising multi-GPU training at scale
Talk · MLOps Community
Where large-model training breaks down across many GPUs, and the optimisation work, with MIT/ISTA researchers, that fixes the bottlenecks.