Q10›Top 25›Truth, Evidence & Provenance
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Q10 public overview

Truth, Evidence & Provenance

Keep claims traceable to sources, versions, assumptions, uncertainty, and correction history.

The problem

AI can sound certain even when evidence is incomplete, conflicting, stale, or weak.

Q's approach

Q separates claims from evidence, preserves provenance and contradiction, records uncertainty, and keeps correction visible.

What this area covers

  • Evidence lineage and source visibility
  • Contradiction-preserving retrieval
  • Version and change history
  • Correction receipts and uncertainty

Human-control boundary

AI can organize and compare evidence, but it does not convert weak evidence into authority.

AI capability ≠ AI authority.

Consequential use stays subject to explicit human governance, evidence, and applicable professional or legal requirements.

More information

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