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This is where I think in public about AI systems, operational design, and lessons from real-world execution.


The End of Performative Management
Download PDF I. Organizational fog For decades, two types of people rose through management simultaneously. The first mastered what they managed. They understood the systems, made the calls, and took responsibility when things broke. The second mastered the organization itself. They spoke well in meetings, maintained visibility with the right people, navigated hierarchy, and protected their position inside complex structures. In the environments that produced them, both looke
Irina M
May 124 min read


API-first organizations will require Ops to rewrite everything
You can outsource your thinking. You can't outsource your understanding. There's a moment in Andrej Karpathy's recent talk where he describes knowledge moving from text documents to APIs. I wrote 3 words in my notes: this is ops. At first it sounds like an engineering problem. Collect all your knowledge sources and turn them into APIs. Until you realize most people on your team have never read a command in their life. They never needed to. I'll give you an example. Onboarding
Irina M
May 73 min read


The Belief Firewall: a new survival skill for sensitive people
In 2026, feedback reached a level where over-processing it starts working against you. The volume, speed, and intensity keep increasing. If you are highly sensitive, you feel more, process more, and carry more. To adapt and thrive, you need to become selective about what deserves your attention. This read is designed to install a resilience layer into your processing system. The major challenge for an empath comes from how deeply each input is analyzed. Interactions stay with
Irina M
Feb 132 min read
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