Thoughts & Insights
Writing
On AI strategy, implementation, and the gap between the two.
Code Review Was Designed for Human Authors
Source: https://unsplash.comCode review, security review, and the audit trail were designed for a world where the author was a person. That world is ending.Something has changed in the last twelve...
EU AI Act: What Your Engineering Team Actually Needs to Change
The regulation is live. Enforcement starts in months. And most engineering teams still have no practical roadmap for compliance.Image by authorThe EU AI Act is already law. Prohibited AI practices...
Your AI Agent Has a Backdoor — Here’s How I Found It
We built pentesting tools for LLMs. But agents aren’t LLMs. They have tools, memory, and multi-step reasoning. That’s a fundamentally different attack surface — and I built an open-source framework...
Lessons from building AI architecture at scale — including the hard parts that don’t make it into…
Lessons from building AI architecture at scale — including the hard parts that don’t make it into the case studies.Source: Who doesn’t love a blueprint? — Renovation of Damrak 70 for the firm C.J....
Context Is All You Need
What makes one AI feel magical while another falls flat? I believe the difference is rarely a bigger model or a cleverer trick — it’s the context wrapped around the model’s decisions. That’s why...
Mastering AI Conversations: The Art of Prompt Engineering
Source: unsplash.comIn the ever-evolving field of artificial intelligence, a new discipline has emerged: prompt engineering. This burgeoning field focuses on the development and optimization of...
ChatGPT: a deep dive
Source: https://unsplash.comThe ChatGPT (Chat Generative Pre-trained Transformer) is a large-scale language model developed by OpenAI. It is trained on a massive dataset of text and can generate...
AWS Deployment Framework: the good, the bad, and the ugly
The AWS Deployment Framework (ADF) is an open-source project that was created and is maintained by AWS Professional Services. This tool is an extensive and flexible framework to manage and deploy...
Pull request best practices
Best Practices for Code ReviewCode review is a good way to propose and collaborate on changes to a repository, often done via a Pull Request (alias Merge Request). Although a pull request is...
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I publish regularly on Medium about AI architecture, strategy, and the practical realities of building AI systems.
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