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Showing posts from January, 2026

Optimize for Being Less Wrong

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The brain learns in uncomfortable ways. When you repeat something you are already good at, very little changes inside. The wiring stays the same. But the moment you make a mistake, something shifts. The brain is agitated. You feel annoyed. Embarrassed. Restless. That discomfort is not failure. That is learning starting. No errors. No rewiring. The fastest learners are not the ones who avoid mistakes. They are the ones who make many small, high-quality mistakes and correct them quickly. LLM tools understand this instinctively. Tools like Claude, Cursor, or Cline don’t try to look good. They don’t protect their ego. They optimize for one thing only — being less wrong next time. They reduce their loss function again and again, billions of times. They don’t feel shame when they fail. They don’t slow down to preserve confidence. Humans do the opposite. We avoid mistakes. We repeat what feels safe. We do what makes us look competent. And that is how talented people plateau after yea...

Top Tier Is Not the Same as Next Level

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She was the top performer year after year. Every review said the same thing. Strong delivery. Trusted manager. Reliable outcomes. And yet, every promotion cycle ended the same way. One question after another. Did she bring ideas? Did she execute them? Did her team execute them? Did she handle low performers? Did she take on org-level work? Did she push back? Did she absorb feedback? None of these were new gaps. They just kept appearing as reasons. The truth was simpler and harder. Being top tier meant she was valued. Not being promoted meant something was missing for the next level. Growth is gradual. Promotion is a step change. Neither she nor her manager could clearly see the difference. Inside the room, the story being told about her work did not match the expectations of the next role. It wasn’t about effort. It was about framing, scope, and signal. Everything changed when she got a mentor and a coach. Someone to explain how her work was being perceived. Someone to translate her...