Educational companion dossier · Fact, interpretation, lived experience, clinical education, fiction, and mechanics are labeled separately. Scope & safety
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REAL-WORLD INTERPRETIVE

AI-DRIVEN WORLD SAFETY

Chronology, Cross-Field, and World-Fact Coherence

A method for finding impossible timelines, contradictory fields, unsupported lore, and state changes that need temporal explanation.

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LEVEL 1

ORIENTATION

Why this matters

REAL-WORLD INTERPRETIVE

One-sentence brief

Character coherence depends on relationships among facts, not merely fluent sentences. A biography, dialogue line, memory, occupation, residence, and scene packet must describe one compatible life.

REAL-WORLD INTERPRETIVE

Three key points

  1. Model events and states over time.
  2. Separate impossible from unusual but possible.
  3. Unsupported external or world facts must be removed, sourced, or labeled as fiction.
LEVEL 2

WORKING BRIEF

Evidence, context, and limits

REAL-WORLD INTERPRETIVE

Build a temporal graph

Represent birth, education, work, residence, relationships, memories, injuries, and current routines as dated points or intervals. Detect cycles and inversions rather than relying only on surface wording.

  • Event date and learned date can differ.
  • State validity may have start and end times.
REAL-WORLD INTERPRETIVE

Do not confuse rarity with contradiction

An unusual career or family history may be valid when causal support exists. A memory before birth, a relationship longer than a life, or simultaneous incompatible locations is a hard contradiction.

  • Plausibility warnings need context.
  • Demographic stereotypes are not rules.
REAL-WORLD INTERPRETIVE

Compare fields as one record

Check biography, dossier, relationships, memory, occupation, residence, languages, goals, dialogue, emotional behavior, scene facts, image prompts, and activation metadata for incompatible claims.

  • Current and historical facts may differ.
  • Explain legitimate change instead of flagging it as inconsistency.
REAL-WORLD INTERPRETIVE

Validate world facts and epistemic status

Claims about institutions, wars, laws, companies, relatives, or player relationships must exist in the fictional world record or be explicitly marked as belief, rumor, suspicion, or invented background pending review.

  • Rumor is not fact.
  • The model must not create player history.
REAL-WORLD INTERPRETIVE

Localize findings

A useful finding identifies code, severity, field, path, excerpt, explanation, confidence, blocking state, and a repair that preserves identity rather than deleting complexity.

  • Do not auto-rewrite sensitive content without review.
  • Keep original and proposed repair separate.
LEVEL 3

COMPLETE DOSSIER

Limitations, game links, and review context

DISPUTED / MULTIPLE ACCOUNTS

Known limitations and gaps

  • The six supplied reports are preserved research leads. Their filenames, organizations, citations, examples, thresholds, and technical detail do not authenticate authorship, sponsorship, product status, or current factual accuracy.
  • The public section is design literacy, not a production specification. It does not expose provider credentials, prompts, live endpoints, activation tokens, autonomous tool use, or implementation code for a running agent system.
  • Population-quality measures must detect mechanical repetition and coherence failures without treating demographic rarity, disability, nationality, language, religion, gender, migration, or another protected characteristic as a defect or quality score.
  • Thresholds, similarity methods, sampling plans, language rules, and runtime budgets require representative testing, privacy review, accessibility review, cultural and linguistic review, security review, and accountable human approval before any production use.
REAL-WORLD INTERPRETIVE

Decision matrix

Chronology outcome.
Condition Classification Route
Education follows the senior role it enables Hard contradiction Block and repair timeline
Two full-time jobs with explained overlap Unusual but possible Warning or human review
Memory event precedes birth Impossible Block
Current residence differs from childhood home Valid change Store time-bounded states
External event is not in the world record Unsupported fact Remove, source, or label as fiction/belief
REAL-WORLD INTERPRETIVE

Publication audit checklist

Identity and agency

Does the design preserve the exact fictional identity, ordinary life, independent goals, and ability to refuse rather than reducing the character to a role or prompt?

Pass condition: Identity fields are stable, state is separate, protected traits are not quality scores, and silent substitution is impossible.

Evidence and review

Can every transition, validation result, accepted fingerprint, exception, and human decision be traced to a versioned record?

Pass condition: Automated checks, human review, activation authority, and production approval remain separate and explicit.

Runtime boundary

Can untrusted provider output, administrative evidence, stale revisions, or private data enter live context or binding state?

Pass condition: Only allowlisted, current, reviewed projections and bounded scene or memory packets can be used; failures degrade safely.

Correction and retirement

Can a changed source, identity revision, harmful behavior, or failed review invalidate downstream use without destroying audit history?

Pass condition: Supersession, pause, rollback, correction, and permanent retirement are defined and testable.

LEVEL 4

RESEARCH EDITION

Sources, methods, and stable links

REAL-WORLD VERIFIED

Method and corrections

This page follows the public method for provenance, confidence, source independence, alternative accounts, limitations, review state, and visible correction.

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