UK-based independent AI efficiency projectEvidence before claims ยท 2026

Auth Failures: The Event Sequence Does Not Prove Cause

OBSERVED LOGS + USER-REPORTED ASSOCIATION

Auth Failures: The Event Sequence Does Not Prove Cause

A long-scroll visual companion to the article. It summarizes the articleโ€™s evidence boundary and method; it does not extend the underlying result.

At a glance

Auth Failures: The Event Sequence Does Not Prove CauseFour-step visual: OBSERVED AUTH LOGS; TWO SESSIONS; STORE REFRESH; CAUSE UNKNOWN. The plan-change association was user-reported. The logs do not prove the plan change caused the auth events.OBSERVED LOGS + USER-REPORTED ASSOCIATION1OBSERVED AUTH LOGS2TWO SESSIONS3STORE REFRESH4CAUSE UNKNOWNEvidence labels and limits travel with the visual.
An event timeline can establish sequence and elapsed time without establishing causation.

Evidence in scope

  • 4 auth-invalidated records
  • 2 sessions in the redacted diagnostic
  • 383.69 seconds to auth-store refresh

Evidence boundary: The plan-change association was user-reported. The logs do not prove the plan change caused the auth events.

How to use the diagram

Keep observed events and reported context on separate tracks; preserve timestamps and omit session IDs/credentials.

What this visual explains: An event timeline can establish sequence and elapsed time without establishing causation.

What it does not establish

383.69 seconds is elapsed time to store refresh, not measured human reauthentication time.

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