Research notes

Evidence before explanation

The earlier essays mixed useful hypotheses with unsupported claims about private model-training data. They are offline while each claim is sourced or removed.

Publication standard

A model response is observable. Its hidden training corpus is not.

Every note distinguishes measured audit evidence, third-party facts, modelled estimates, and editorial hypotheses. The implementation-backed methodology is the canonical reference.

Read the methodology
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