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

JUSTICE, RIGHTS & GOVERNANCE

After-Action Learning, Civilian Harm, and Institutional Repair

A non-humiliating after-action system that separates observation, interpretation, responsibility, uncertainty, civilian impact, repair, and learning.

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LEVEL 1

ORIENTATION

Why this matters

REAL-WORLD INTERPRETIVE

One-sentence brief

A failure report should improve systems and acknowledge harm—not become a theatrical reprimand, a cover-up tutorial, or a device for blaming one player for every institutional failure.

REAL-WORLD INTERPRETIVE

Three key points

  1. Preserve raw event evidence and missing fields.
  2. Separate player choices from interface, AI, command, training, and system failures.
  3. Civilian harm triggers acknowledgment, remedy, review, and changed design—not only a reputation penalty.
LEVEL 2

WORKING BRIEF

Evidence, context, and limits

REAL-WORLD INTERPRETIVE

Event record

Capture objective events, timestamps, versioned rules, system state, missing data, and confidence. Do not convert an incomplete log into a certain narrative.

  • Mark missing timestamps and sensor uncertainty.
  • Preserve replay integrity.
  • Separate simulated facts from analyst inference.
REAL-WORLD INTERPRETIVE

Causal analysis

Examine planning, information quality, interface cues, command decisions, training, accessibility, latency, AI output, player action, and chance. Avoid single-cause stories when failures cascaded.

  • Use competing explanations.
  • Identify latent system conditions.
  • Do not treat outcome severity as proof of intent.
REAL-WORLD INTERPRETIVE

Civilian and community impact

Record harm to fictional civilians, communities, allies, workers, and noncombatants as more than a score. Include loss, trust, access, displacement, and repair obligations.

  • No collective blame.
  • Do not reward concealment.
  • Make protective choices mechanically viable.
REAL-WORLD INTERPRETIVE

Feedback without humiliation

Use specific, behavior-linked feedback and opportunities to practice. Avoid abusive language, public shaming, diagnostic insults, or indefinite exclusion.

  • A reprimand should explain the rule and next step.
  • Support player learning and accessibility.
  • Separate deliberate misconduct from error.
REAL-WORLD INTERPRETIVE

Repair and institutional change

Possible outcomes include compensation, corrected records, rule changes, new safeguards, re-training, restored relationships, and public acknowledgment. Track whether the corrective action worked.

  • Propagate corrections to derivative dossiers.
  • Review repeated failure patterns.
  • Do not use “forensic cleanup” to teach concealment.
LEVEL 3

COMPLETE DOSSIER

Limitations, game links, and review context

DISPUTED / MULTIPLE ACCOUNTS

Known limitations and gaps

  • The supplied reports are preserved research inputs, not independent proof of every cited case, statistic, legal claim, or product description.
  • Public material abstracts system design and player-protection principles; it omits actionable intrusion, evasion, coercion, targeting, sabotage, or real-person profiling methods.
  • Player behavior, diagnosis, disability, nationality, religion, language, poverty, migration, or social identity are never automatic indicators of guilt, fraud, danger, or disloyalty.
  • Parameters require simulation, accessibility testing, privacy review, regional review, and human playtesting before production use.
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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