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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.

Data

PostgreSQL as your main database: what changed for business

Why PostgreSQL stopped being a niche choice and what to verify before making it the foundation of a corporate architecture.

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Data

Data lake: questions to ask before you start building

Why data lake projects often turn into data swamps, and what founders and managers should ask before committing budget.

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IT

Microservices vs monolith: when splitting is actually justified

Why moving to microservices is not automatically the right decision, and how to tell whether your team and system are ready for the complexity it brings.

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Security

Russia's 187-FZ: critical infrastructure security as a separate agenda

What the new critical information infrastructure law means for companies in regulated industries, and why this is not just another compliance exercise.

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IT

Software import substitution in Russia: what it actually means for IT leaders

A clear-eyed look at the Russian domestic software registry and what it really changes in procurement and enterprise architecture.

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Security

NotPetya: the lesson that a cyberattack can become pure operational loss

What the NotPetya attack reveals about the nature of modern cyber incidents and why this is not just an IT problem but a risk to a company's ability to operate.

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AI

The Transformer architecture: a new universal foundation for sequence processing

What the arrival of the Transformer architecture means for companies thinking about applying language models in their processes.

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Data

Real-time data: when the business actually needs it, and when it is over-engineered

How to tell which business tasks genuinely need stream processing, and which ones work perfectly well with regular batch updates.

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Security

WannaCry: a lesson for any company with an aging estate and weak recovery

What the WannaCry attack reveals about the real state of patch management and recovery readiness in most organisations.

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Robotics

Cobots in manufacturing: economics before automation

How collaborative robots change the calculation for small and mid-sized manufacturers, and why the return-on-investment question matters more than the technology question.

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IT

Vendor dependency: calculate the exit cost before you sign

Why the cost of switching an IT vendor needs to be assessed upfront, and how it affects platform choice and contract terms.

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AI

The gap between an ML experiment and a production system

Why machine learning in a notebook and machine learning in a running product are different tasks with different requirements.

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