06/10/2026
New Atlassian research puts a name to something most teams have experienced: "work slop". Low-effort AI output that someone shares before it's actually finished, leaving a colleague to clean it up.
82% of teams see it happening. Two-thirds of leadership teams aren't addressing it, and nearly 40% aren't aware it exists.
Meanwhile, roughly half the time AI saves is going straight back into supervising AI: checking agents stay on task, retracing their steps, fixing output so it doesn't read as machine-written.
We wrote up what this means for how teams hire: [link]
Personal profile share (Amiel)
Atlassian's new report says 99% of product teams have AI fully integrated. Great.
Then it asks what they do with the time saved. 49% babysitting agents. 48% retracing agent steps. 48% making AI output not look like AI output.
The bit I can't get past: 82% of teams see "work slop", and 39% of leadership teams don't know it's happening.
Work slop isn't a tool problem. It's someone deciding a plausible first draft is finished. That's a hiring question, not a software one.
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