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News of the day

1. Microsoft CEO Satya Nadella highlights AI's 'Reverse Information Paradox': paying twice for AI, once in cash and once in data. Read more

2. Turing Award winner Rich Sutton launches Oak Lab to create AI agents that learn independently, criticizing current deep learning as inefficient. Read more

3. MIT study reveals only 11% of S&P 500 firms deeply integrated AI by 2025, despite quadrupled adoption since 2022. Read more

4. AI is no longer just an assistant but an active operator in cyberattacks, building malware, running operations, and creating new attack surfaces. Read more

Our take

Hi Dotikers!

Satya Nadella said something this week that few players in this space dare say out loud. The CEO of Microsoft, the same man who poured billions into OpenAI and who plants his Copilots in the most sensitive corners of your enterprise data, has just described with precision how the most valuable thing you own gets taken from you. He calls it the Inverted Information Paradox.

The idea fits in two sentences. First you pay in cash. Then you pay a second time, by handing the lab the very thing that makes you unique: your processes, your business logic, your decisions. The better you want the model to be, the more raw material you feed it. It is paying a cooking school to train your future competitor.

What makes the mechanism so effective is that it is not spectacular. The leak happens through a thousand small streams. Every prompt you write, every correction you make when the model goes off the rails, every agent trace running your workflows: all of it becomes free training signal for OpenAI or Anthropic. Meanwhile, you learn nothing from their side. The asymmetry is staggering.

The irony is that this comes from Nadella. The same man who helped build the trap, invested in it, and sells it. That does not make him wrong. The frontier labs are quietly accumulating a fortune in captured know-how. The companies handing it over are currently doing so for free.

His solution: a hermetic boundary. Data, corrections and evaluations stay within your jurisdiction. Nothing crosses without your permission. Microsoft, naturally, sells products that do exactly that. It is fairly pure Palantir, repackaged in the language of technological sovereignty. But the problem he highlights is real. Tomorrow's champions will not be the ones who pick the best frontier model. They will be the ones who control their own learning loop, the one where knowledge accumulates inside the perimeter.

This is the opposite of the myth we have been sold for three years: everyone will just use ChatGPT and that will be enough. No. The only real competitive advantage is the one you can keep.

Alex.

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