Maybe one of the biggest career changes AI creates is that learning can happen after you start the project rather than before. The old model was often ‘learn the skill, then earn permission to build.’ Increasingly it can be ‘build, hit a gap, learn exactly what the gap requires, keep going.’ That materially lowers the cost of career experimentation.
Maybe one of the most valuable AI skills is simply becoming comfortable with iteration. The old mental model was often ‘learn the skill, then produce the work.’ Increasingly it feels like ‘start producing the work, learn through the loop.’ That could materially lower the barrier to career experimentation for a lot of people.
The shift from asking AI to rewrite whole blocks to knowing which exact lines you wanted changed feels like the real skill gain here. The tool made it possible to start before you knew much, but using it well eventually required understanding more of the work, not less. That seems very different from the usual “expertise won’t matter anymore” story.
Maybe one of the biggest career changes AI creates is that learning can happen after you start the project rather than before. The old model was often ‘learn the skill, then earn permission to build.’ Increasingly it can be ‘build, hit a gap, learn exactly what the gap requires, keep going.’ That materially lowers the cost of career experimentation.
Maybe one of the most valuable AI skills is simply becoming comfortable with iteration. The old mental model was often ‘learn the skill, then produce the work.’ Increasingly it feels like ‘start producing the work, learn through the loop.’ That could materially lower the barrier to career experimentation for a lot of people.
The shift from asking AI to rewrite whole blocks to knowing which exact lines you wanted changed feels like the real skill gain here. The tool made it possible to start before you knew much, but using it well eventually required understanding more of the work, not less. That seems very different from the usual “expertise won’t matter anymore” story.