elly99-AI/MarCognity-AI: Evolution of the Skeptical Agent

The new evolution of the Skeptical Agent introduces an epistemic validation module that classifies each RESPONSE claim into four states:

Document-Verified — direct support in DOCUMENTS

Consistent with General Knowledge — plausible but not verifiable

Not Verifiable — lack of evidence in DOCUMENTS

Epistemic Failure — incompatible with DOCUMENTS or the discipline

The module applies the principle of epistemic locality: it verifies only what is present in DOCUMENTS, avoiding unjustified inferences, integration of external sources, and contamination between generation and validation.

Operational Pipeline QUESTION → RESPONSE → DOCUMENTS → classification → structured report

This architecture ensures complete separation between generated content and provable content.