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Margarita

Margarita

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Join date: Dec 30, 2018

Posts (7)

Sep 1, 2026 ∙ 7 min
Profiling AI as a Comrade: Why is it Still a “Jobnik?”
I've spent a year travelling to workshops and lectures of incredibly respected experts who taught about all the systems employed in crises, including AI. People who work in rescue, crime prevention, and victims’ support all showed how they use AI. The integration of tools for survival is profound in high-stakes situations. I’ll clarify: I call “high-stakes” any environment that involves children. These areas today require “Black-Swan” thinking, aka working with the “unknown unknown.” Civilian...

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Jun 21, 2026 ∙ 5 min
Discernment. Level: God
In order to overcome life’s challenges, one must learn to think in systems. The first step is the DTIP (Don’t Take It Personally) principle. The second step is seeing territories rather than individuals. The text below will be exceptionally unclear for someone who is not trained to operate in high-stakes environments after initiation – this is normally provided in the army. This is where the terrain communicates that you belong, where your observations are safety material rather than just an...

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Feb 10, 2026 ∙ 6 min
The Cost of Underdevelopment
Human progress becomes possible when there is the understanding that adults are meant to be met and not held by each other. Children, especially the neurodivergent, carry this one message: "Meet me where I am". Evolution, or God, has literally embodied this idea in challenging neurotypes and behaviours. Once I, as a teacher, lift my eyes from the textbook given by a system that has not included initiation as an essential human maturity process, and meet my students where they are – they...

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