The problem
Why it exists
A long assisted session can sound composed while the work trace shows repeated failure, rushing, or a growing willingness to cut corners. The signal is useful only if the evidence and uncertainty stay visible.
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ToolProductivity2026
Emotion Statusline
An experimental status-line tool that shows behavioural signals from the work trace and warns when the pattern suggests possible corner-cutting.
The approach
How it helps
- Uses a separate classifier to label the observable turn, store a short evidence line, and keep sessions apart.
- Shows unknown when classification fails and raises a stronger warning for the label associated with corner-cutting risk.
Use it when
A good fit when...
- Long-running assisted work
- Builders experimenting with visible process signals
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