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Report 2.1 - Justice and Guilt in AIM

By Yule Guttenbeil
4 min read

Yes please revise the report

Report 2.1: Justice and Guilt in AIM (Revised)

1. EXECUTIVE SUMMARY

Redesigning justice systems using the AIM (Appetites, Intrinsic Motivation, Mimetic Desire) Framework transforms justice from retributive and deterrence models to restorative, source-specific interventions focused on restoring needs. Under AIM, imprisonment is reserved exclusively for cases where the offender presents a demonstrable ongoing threat to public safety and cannot be safely reintegrated through restoration of appetites (A), enablement of intrinsic motivation (I), or containment of mimetic drives (M). Most criminal behaviour reflects:

  • A Deprivation: Unmet physiological needs (e.g., food, shelter, healthcare)
  • I Suppression: Blocked pathways for autonomy and agency
  • M Escalation: Status-seeking or rivalry triggers

Current systems conflate these drivers, responding with uniform punishment. The AIM approach restores victims and offenders by addressing root causes, reserving custodial sentences for genuine public protection needs, not for punishment or symbolic deterrence.

2. PROBLEM FRAMING THROUGH A/I/M

Traditional justice frames guilt as a binary moral/legal transgression met with automatic punishment, often imprisonment. AIM reframes:

  • Theft from hunger (A): Needs food security, not prison.
  • Violence from blocked autonomy (I): Needs capability building—education and agency, not humiliation.
  • Status crimes (M): Require audience removal—private proceedings avoid glorification.

Custodial sentences are strictly limited to cases where public safety cannot be assured by restorative intervention, ensuring that institutionalisation is not used as a default or a form of "punishment-as-theater," which otherwise amplifies mimetic escalation and trauma.

3. CORE MECHANISMS AND EQUATIONS

AIM-Based Justice Mechanisms:

  • Audience Removal: Court proceedings are private to limit mimetic amplification.
  • Source Diagnosis: Pre-sentence assessment identifies A, I, or M as the driver.
  • Remediation Function: $\text{Remediation} = f(\text{source})$
    • A-crimes → provision (food, housing)
    • I-crimes → autonomy restoration (training, pathways)
    • M-crimes → mimetic de-escalation (remove exposure)
  • Victim Restoration Priority: A needs met, I agency respected, M dignity maintained.
  • Rehabilitation Index: $\text{R}{\text{success}} = (\text{A}{\text{stable}} \times \text{I}{\text{enabled}} \times \text{M}{\text{contained}})$
  • Custodial Threshold: Imprisonment is only implemented if the offender's ongoing risk to public safety cannot be managed by other restorative or containment measures.

4. EVIDENCE AND DIAGNOSTICS

  • Restorative Justice Models: Evidence shows reduced recidivism and trauma when interventions focus on restoration, with custodial sentences linked to high rates of mimetic escalation and cycles of violence unless strictly applied for public safety.
  • Norwegian Prison Model: Prioritises skill-building and privacy, using imprisonment only when absolutely necessary for public safety, resulting in low recidivism.
  • Trauma-Informed Justice: Successful when institutionalisation is a last resort rather than default.
  • Diagnostics: Pre-sentence A/I/M assessment, measuring:
    • A: Stability of food, housing, healthcare
    • I: Agency and ability
    • M: Social exposure and rivalry

5. POLICY/OPERATIONS PLAYBOOK

Anti-mimetic Justice Design:

  • Low-Visibility Proceedings: Eliminate public gallery, use sealed records and anonymisation.
  • Tri-Source Sentencing:
    • A-offenders: Direct welfare support
    • I-offenders: Education, skills pathways
    • M-offenders: Mimetic de-escalation
    • Custodial measures: Only for offenders who present verified, ongoing threats to public safety
  • Victim-Centric Restoration: Prioritise harm repair and support.
  • Community Reintegration: Focus on restoring A stability and I engagement, not public shame or redemption.
  • No Performative Sentencing: Reasoning in writing, not courtroom spectacle.

6. RISKS AND MITIGATIONS

  • Risk: Perceived softness if spectacle is removed and imprisonment is limited
    • Mitigation: Publish outcomes—reduced recidivism, higher victim satisfaction, improved community safety
  • Risk: Accountability concerns when focus is on needs rather than suffering
    • Mitigation: Accountability is behaviour change; track A/I/M metrics and threat/risk status
  • Risk: Mimetic contagion if offenders gain status from involvement
    • Mitigation: Strictly private proceedings, anonymous rehabilitation, no media coverage
  • Risk: Release of genuine threats due to under-diagnosis
    • Mitigation: Robust threat assessment and regular review, imprisonment used only for verified, continuing risks to public safety

7. IMPLEMENTATION ROADMAP

  • 90-Day: Pilot AIM diagnostic tool in selected jurisdiction
  • 12-Month: Train justice professionals in tri-source and threat assessment, implement victim restoration protocols
  • 24-Month: Build pathways for alternative sentencing and intervention; establish threat review board for custodial decisions
  • Long-Term: Shift system to restorative and safety-focused justice, making imprisonment a rare, safety-specific tool

8. DEPENDENCIES AND CROSS-REPORT LINKS

  • Report 1.1: AIM definitions, neural grounding for causal analysis
  • Report 4.1 (Wages): Economic security (A) reduces need for custodial interventions
  • Report 6.1 (Corporate Disputes): Audience removal and capability audit methods
  • Report 7.1 (Essential Services): Systemic liability, preventing individual criminalisation

Clarification: Imprisonment is reserved solely for cases where restoration and containment measures cannot ensure public safety—emphasising capability restoration and mimetic containment over moral condemnation or blanket deprivation .