The Era of Fake Productivity Has Begun
AI just made it easier to hide.
A developer ships five pull requests before lunch. Another spends the day fixing a production bug, closing a security hole, and killing a bad architectural call before it could metastasize. GitHub says the first one was more productive. Reality says otherwise. Welcome to fake productivity — now mass-produced by AI.
AI made code cheap, and it made output look like progress. Most teams stopped checking the difference. Scaffold a backend before your coffee's cold. Generate an API faster than you can explain what it should do. Ship a React app from a single prompt. None of that is the problem — the problem is what we started measuring instead.
More commits. More PRs. More AI-written features nobody asked for, with no guarantee any of it matters. I've watched teams celebrate ten AI-shipped features in a sprint while a bug customers flagged months ago still rots in the backlog. I've watched "productivity" tracked by commit count, as if one clean database migration doesn't outweigh a hundred commits that just shuffle code around. AI didn't invent vanity metrics — it just handed everyone a machine that prints them faster.
The engineers who win the next decade won't be the ones producing the most. They'll be the ones asking what no dashboard can measure:
- Does this solve a real problem, or just look like one?
- Will this hold up in six months, or is it duct tape with good marketing?
- Can someone else debug this at 2 a.m. without calling you?
- What happens the second the AI is wrong?
No graph tracks any of that. It's still the whole game.
Here's the part nobody wants to hear: the better AI gets at writing code, the less that skill alone is worth. Anyone can generate code now — cheap, fast, endless. Almost no one can look at that code and say it's wrong, or that it's overcomplicated, or say the sentence that actually saves a team: we shouldn't build this. That refusal is the real productivity.
Coding was never the hard part. Judgment always was — AI just made that impossible to hide.
