◉ PSYCHOHISTORY

Chain of Verification

framework
A method built to fight AI 'model collapse' works by actively distrusting easy agreement.
Who they are

The Chain of Verification, a working method or framework.

What they do

The engine describes it as a discipline of empirical distrust for reaching reliable conclusions.

How it works

Its steps are Draft, Plan, Execute, Refine, and Triangulate, with a built-in bias that penalizes simply going along with consensus.

Why it matters

It matters as a technique for beating 'model collapse' — the failure that happens when systems just echo the agreed-upon answer instead of checking it.

The engine's record — word for word
Draft, Plan, Execute, Refine, Triangulate. Empirical distrust algorithm. Loss function penalizing consensus. Methodology for beating Model Collapse.
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Part of the Psychohistory engine — 2,426 entities, 6,314 documented connections. Open data, built to be proven wrong.