Generation got a thousand times cheaper. Verification did not.
In August, Niklas Gruhn named a thing everyone had been quietly enduring. A meat proxy is a person who forwards model output — into Slack, into a pull request, into the group chat — without having read, understood, or validated it. They add no transform. They are a hop.
asymmetry
Writing a paragraph used to cost roughly what reading it cost. That rough symmetry is what made forwarding polite. It's gone. Producing four hundred words of plausible, jargon-dense technical prose now costs about eight seconds and no attention. Checking whether those four hundred words are true costs exactly what it always did — and slightly more, because the failure mode of model output is confident nonsense rather than obvious nonsense, so you can't skim for smell.
The generation side of the ledger collapsed; the verification side didn't move. A meat proxy is someone standing on the spread.
Why "proxy" is the exact word
Networking already has a taxonomy for intermediate nodes, and it's unkind here. A proxy earns its hop by doing one of three things: it caches, so the next request is cheaper; it transforms, so the payload arrives in a form the client can use; or it terminates, taking on auth, policy, and responsibility so the backend doesn't have to.
The meat proxy does none of them.
It doesn't cache — the colleague could have prompted the model themselves, faster, with better context. It doesn't transform — the payload arrives at full length in the model's register, not the team's. And it doesn't terminate — no one has taken responsibility for whether any of it is true.
What's left is a hop that adds latency and a plausible-looking author name. Negative value, dressed as throughput.
where IS the LINE
Heavy agent use is not the problem, and the anti-AI reading of this is lazy.
Slop is fine in your own branch. The boundary is not how the work got made — it's the moment it lands on another person's attention.
So the test is a compression ratio. Could the recipient have obtained this, at this quality, in thirty seconds with the same prompt? If yes, your contribution was zero and you should not have sent it. If the answer got shorter, more specific, and now carries a claim you're willing to defend, you did the work.
What it does to a team
One meat proxy is an symptom. The pattern at team scale is a slow structural failure, and it has a shape.
First, review stops being real. If the author never read the diff, the reviewer isn't reviewing — they're implementing, with extra steps and less context than the person who shipped it.
Second, trust repricing. Once a colleague has been handed slop twice, they start discounting everything from that person, including the good stuff, because the cost of sorting is now on them.
Third — and this is the one that shows up in the numbers a quarter late — the team's shared understanding of its own system quietly stops existing. Everyone's code is in the repo. Nobody's model of it is in anyone's head.
For the last two years the constraint on software teams was how fast they could produce. That constraint is gone, and the new one is verification bandwidth — the total attention a team has available for establishing that things are true.
It is fixed, it is human, and it does not scale with your token budget. Organisations that spend it carelessly will look fast for about two quarters.
Which makes the discipline here embarrassingly small relative to the stakes. Read the thing. Cut it to the part that matters. Say it in your own words, and put your name behind it. That's the entire job, and it's the part that's still yours.
