Notes from the work.
Plain-language pieces on compute, models, agents and AI regulation in the UAE, written by the people doing the work.
How many GPUs do you actually need? A sizing guide for fine-tuning and inference
Most teams over-buy for training and under-plan for inference. Some simple arithmetic gets you close before you talk to anyone.
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The UAE PDPL deadline is 1 January 2027. What it means if you use AI
If your staff paste customer data into AI tools, that is processing under the federal data protection law. Here is what to have in place before the grace period ends.
Why AI pilots stall: an operational post-mortem
Most AI pilots do not fail. They fade. Two weeks of enthusiasm, then nothing. The reasons are almost always operational, and almost always predictable.
RAG or fine-tuning? How to choose for your business data
They solve different problems. Picking the wrong one is the most expensive mistake we see in generative AI projects.
Onshore, DIFC or ADGM: which AI rules actually apply to you
Where your company is registered decides which data protection regime you answer to. Here is a plain-language map.
Can your team legally use ChatGPT in the UAE?
Short answer: yes. Longer answer: how they use it matters a great deal.
What a bilingual voice agent actually costs to run
Build cost gets all the attention. Running cost decides whether the agent pays for itself.
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