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Showing posts from September, 2026

Why Your Engineering Team Feels More Burned Out After Adopting AI

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Quick Bridge: Your team is shipping more since the AI tools showed up, and somehow the mood got worse. People finish faster and then stall. The tiredness is real, but it does not line up with the hours anyone is actually working. One of my teams finished its sprint work by Wednesday. That had not happened before. The team had been using AI coding tools for about two months. Features that used to fill the full two weeks were landing in a few days. And then the team sat. Not because anyone was slacking. The spec for the next big piece was still in review, the security sign-off had not come back, and the group that approves architecture changes meets once a week. The building had gotten faster. Nothing around the building had. By Friday, two of the strongest engineers on that team looked worn down. Not from long hours in the usual sense. From a week of hard calls with nothing easy in between, and then a wall of waiting they could not do anything about. That is the pattern worth naming...

The Technical Visibility Gap Between Multiplier Work and Multiplier Credit

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Quick Bridge: "Force multiplier" is no longer a compliment your manager pays you in passing. It is now an explicit line on senior and staff engineering leveling rubrics at major tech companies. This post breaks down what that criterion actually asks for, why the work behind it is invisible by design, and the specific narration habits that get it credited before someone else's launch takes the win. I once spent the better part of a year in meetings that had nothing to do with my own team's roadmap. My job that stretch was to learn how localization worked at my company from beginning to end, then negotiate a completely different process with every internal team and outside vendor that touched it. I did not write the software that ultimately automated most of the steps. My own team did that part. My job was defining the new process, negotiating it across departments that had never had to agree on anything before, and evaluating what the savings would actually be once it...