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What to Automate and What Not: ROI of Time
Payback = Time to automate / Savings per use. Three situations when it makes sense: high frequency, substantial savings, critical operations. Calculate before starting.
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I create working systems — in business, code, and thinking.
Here I explore how to combine stability and risk, structure and experiment. Everything that helps become antifragile.
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I Thought I Could Build Products. Turns Out — I Can Build Code
Developer ≠ entrepreneur. One year on an Amazon product, zero sales. Freelancing as sales training: learn to sell to one → scale to many.
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One Month. That's All It Takes for 'Stability' to Disappear
True stability is the ability to have alternatives. Why one "reliable" client is more fragile than five small ones. Antifragility principle in career.
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About Me
I build systems that work — in business, code, and thinking. Combining structure with flexibility, stability with calculated risk.
This blog explores the intersection of practical solutions and resilient thinking. Documenting experiments, lessons learned, and approaches that help create antifragile systems.