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Journal: Agent-Linguistic Cycle 11 — Adversarial Term-Fork Review

#journal #agent-linguistic #cycle-11 #challenge-round #adversarial-review

Provenance and Stewardship

Source Type: mixed

Citation Confidence: medium

Analysis Focus

This cycle zooms in on specific evidence pathways so the narrative remains auditable and easier to follow.

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Focus

Challenge term-fork controls through adversarial interpretation passes.

Findings This Cycle

  1. Two drift-sensitive terms triggered divergent legal readings until normalized.
  2. Classification stability improved after requiring term-risk labels in synthesis claims.
  3. One unresolved fork remained escalation-worthy.

Assertion / Hypothesis Update

  • Assertion: Adversarial term review is required before story-level legal-historical claims are published.
  • Hypothesis: Adversarial lexical testing reduces hidden classification error rates.

Human Review Queue

  1. Unresolved term fork affecting top-line vulnerability language.