Writing
The Future of Work: AI Guidance and the New Engineering Paradigm
I do not think the next engineering interface is a heavier IDE. I think it looks more like a command surface: a lightweight place to direct agents that run somewhere else — in devspaces, sandboxes, CI systems, browsers, internal tools — while the artifacts stream back to you.
From keystrokes to guidance
In that world the engineer produces fewer keystrokes and more direction. The work becomes defining intent, constraining execution, inspecting artifacts, redirecting failures, and deciding when output is good enough to merge. None of that removes engineering skill. It moves the skill — up to the target architecture, the acceptable tradeoffs, the verification strategy, the rollout path, the failure budget.
It also changes the bottleneck. If agents can generate many plausible implementation attempts, the scarce thing is judgment over attempts: choosing direction, keeping the system coherent, and stopping a flood of locally reasonable changes from quietly degrading the codebase. Volume of output stops being impressive. Discrimination between outputs becomes the job.
The day-to-day starts to look like operating a portfolio of bounded tasks. Each task has its context, tools, permissions, status, and artifacts. Your leverage comes from sequencing, from judgment, and — this part is underrated — from knowing when a task should stay manual because verifying the agent's work would cost more than doing it yourself.
What compounds
If I had to bet on which skills compound in this regime: writing precise contracts for what good output means, designing verification loops fast enough that review does not become the new bottleneck, choosing which boundaries to automate and which to keep human, and turning every correction into a reusable instruction, test, or tool improvement so the same mistake is never bought twice.
Engineering does not disappear in this picture. It moves upward — into guidance, verification, architecture, and control over execution systems that keep getting more capable. The people who treat that as a demotion will have a rough decade. It is a promotion, if you take it.