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013 min

A small model as the first stop

With Laya and Jev, something happened to me that hadn't happened with a model in a long time. I thought: this is exactly what I was trying to achieve. In our Gateway, we had set up…

024 min

ADRs: memory for humans and context for agents

A few years ago, during my time at Santander Bank, we started using Architecture Decision Records (ADRs) to keep track of certain architectural decisions: what had been decided, wh…

034 min

Four WWDCs and What They Left Me

A few days ago I found myself going through old photos and came across pictures from the four WWDCs I was lucky enough to attend between 2016 and 2019. I was surprised by how many …

062 min

AI, responsibility, and the model we are building

Artificial intelligence is moving incredibly fast and I think that, as a society and as companies, we need to talk about it with more calm, more responsibility, and less euphoria. …

072 min

The transformation of information for AI

For years, we have worked on digital transformation: digitizing processes, connecting systems, reducing manual tasks, implementing ERPs, CRMs, internal platforms, automations, and …

082 min

Testing a multimodal RAG pipeline on images

I have been experimenting with a multimodal RAG pipeline built on top of images. What interested me most was not just analyzing the image itself, but turning that output into retri…

112 min

What a token really costs

When a model charges just a few dollars per million input tokens, it can look cheap at first glance. What is much less obvious is everything hiding underneath that number. Input c…