Read-only proof surface

Proof before automation.

A client should see what the system can explain, what is blocked, and where human review is required before anything operational happens.

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Source clarity

The workflow must show what input shaped the output.

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Assumption ledger

Key assumptions should be visible before model use.

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Safety boundary

Public proof pages are not payment, write, or execution surfaces.

What proof means here

Proof means the system can explain the path from input to model preview, including assumptions, limits, and approval points.