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Notes on data, AI, IT and security

No marketing fog. The way I think about real problems with founders and managers.

AI

EU AI system definition guidelines: how this affects real products

The European regulator published guidelines on defining an AI system. What this means for companies that build or use AI-powered products.

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Security

NIS2 simplification package: where compliance becomes less paperwork

What the EU regulatory simplification package around NIS2 means for companies working with European partners or clients.

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IT

IT budget after a growth freeze: what to cut, what to protect

How to set priorities in an IT budget when the company shifts from growth mode to caution.

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AI

Five AI questions worth answering before the year ends

2025 changed expectations around AI. I close the year with five questions that help managers honestly assess their readiness for the year ahead.

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IT

Platform engineering: from ops team to internal product

Platform engineering is not just a new word for DevOps. It is a shift in how the infrastructure team thinks about its work - and who its customer is.

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Security

AI shifts the phishing baseline: what companies need to rethink

Generative models have reduced the cost of producing convincing phishing emails to zero. I break down how this changes the threat model and what needs to change in defence.

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AI

MCP and managed agents: how to connect to data without writing one-off glue code

The Model Context Protocol changes how agents connect to external systems. I break down what this means for architecture and data management in enterprise.

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Data

Data contracts: the agreement that comes before the pipeline

When two teams exchange data without a formal agreement, the pipeline works until it does not. Data contracts make expectations explicit and incidents avoidable.

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Data

Data observability: catching broken pipelines before your users do

A silent data failure is more dangerous than a crashed service. I explain what data observability is and why operational teams need it, not just engineers.

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AI

LLM hallucinations in operational decisions: the risk managers miss

Language models produce confident wrong answers. In internal demos this is inconvenient. In operational decisions it is a liability. I break down where the risk actually sits.

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AI

AgentKit and agentic UX as a new layer of enterprise software

Agentic interfaces are changing how enterprise software looks and works. I break down what this means for architectural decisions and UX strategy.

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Robotics

Humanoid robots on the factory floor: 2025 pilots and the real status

Several companies have launched humanoid robot pilots in manufacturing. I break down what this means for managers thinking about automation.

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