Low entropy
4,200 characters in 2 seconds. Zero human signal.
A memo arrives in your doc tool. It has no typing cadence, no mouse jitter, no idle pauses - just instant output. Manav flags low human entropy and offers a one-click relabel as "Human-Supervised AI" if a person stands behind it.
Before: LOW
After: MEDIUM
The catchAI-only output is fine. Calling it human work is not.
Human pane · Asha
0:00
Heartbeats0
Wpm0
Entropy0.00
AI pane · @minashah
0:00
Heartbeats0
Wpm0
Entropy0.00
Time compressed 60× for the demo. Human side simulates 4 hours of organic typing in 4 seconds.
Human entropy score0%
heartbeats × cadence × mouse entropy × pauses
AI entropy score0%
heartbeats × cadence × mouse entropy × pauses
LOW_HUMAN_ENTROPY · 76% confidence. The 4,200-char memo on the right has no heartbeats, no mouse entropy, and a 2-second creation window. The detection rule fires - the memo lands in the dashboard with an Unverified label, not a Verified one.
Detection JSON
{
"type": "LOW_HUMAN_ENTROPY",
"severity": "medium",
"confidence": 0.76,
"evidence": {
"textLength": 4200,
"createdDurationSeconds": 2,
"heartbeatCount": 0,
"mouseEntropy": 0.02
}
}
The relabel path
A human can stand behind the AI output - phrase challenge + 3-second hold. The artifact is re-stamped as Human-Supervised AI and the anomaly closes.
Human-Supervised AI
Relabeled. The proof page now shows Human-Supervised AI and the anomaly is closed.
Security review · 4 min
Keep the tour going.
Next: Worker timeline - Every minute of one worker's day, audit-ready.