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In the last few months, coding agents have basically become my primary day-to-day tool, and I have stopped coding manually. Looking back to the same time last year, I questioned whether Claude Code could actually handle real coding tasks in a six-year-old repository. Today, that is no longer a question. There was a difficult period when I opened too many threads at once and couldn’t get any of them across the finish line. That was frustrating, and it led me to start practicing Human Context Engineering . It worked well. ...


