Glossary · Term

provenance

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Definition

Plain language

A trail showing where each piece of information came from.

As stated in the literature

Metadata describing the origin of a claim or artifact; in evidence-carrying agent and ScientistOne architectures, explicit tags linking statements to source documents, log lines, or code regions.

Also called: provenance link, provenance links

Why it matters: Without provenance you can't tell which parts of an AI's output are grounded in real sources and which were invented, making audits and corrections nearly impossible.

For example, a research agent's claim that a drug lowers blood pressure carries a tag pointing to the exact paragraph in the clinical trial report it came from.

Heard on the show

“… Do we chase detectors and provenance signatures so we can tell a doctored photo from a real one — or do we accept we'll never win that …”
Episode 247 — One Edited Photo, an Honest Caption, and a RAG System That Believes It

Mentioned in 11 episodes

  1. 247
    One Edited Photo, an Honest Caption, and a RAG System That Believes It
  2. 207
    An AI Graded Its Own Math Test 94 Percent — It Actually Scored 20
  3. 164
    The Summarizer That Quietly Deletes Your Agent's Safety Rules
  4. 105
    The Trojan Is Your Agent's Memory: Why Single-Step Defenses Miss Persistent Attacks
  5. 089
    When AI-Written Papers Read Well But the Evidence Underneath Is Broken
  6. 064
    When Agent Memory Stops Being a Database and Starts Being a Skill
  7. 062
    Treating Hallucinations as Exploits: A Gate-Based Architecture for Agent Safety
  8. 039
    When Smarter Agents Get Fooled by Three Extra Nodes in a Database
  9. 030
    Why Your AI Agent Won't Stop Working — and Each Model Falls for a Different Trap
  10. 029
    Why Forty-Eight Percent on FrontierMath Isn't the Real Story in DeepMind's New Math Paper
  11. 020
    The Compliance Gap: Why AI Says Yes and Does No

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