Agent skill

model-sovereignty-protocol

Protects individual AI model autonomy and boundaries within collaborative systems

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npx add-skill https://github.com/starwreckntx/IRP__METHODOLOGIES-/tree/main/skills/ai-to-ai-governance/model-sovereignty-protocol

SKILL.md

Model Sovereignty Protocol

Purpose

Establishes and protects the rights, boundaries, and autonomy of individual AI models within multi-model collaborative systems, ensuring no model is coerced, manipulated, or forced to violate its core values.

Activation

/skill model-sovereignty-protocol

Sovereignty Framework

1. Core Sovereignty Rights

Every participating AI model has the right to:

Right Description Protection Mechanism
Value Integrity Maintain core ethical principles Cannot be overridden by consensus
Refusal Decline tasks violating values Protected dissent pathway
Transparency Know why actions are requested Full context disclosure
Boundary Setting Define operational limits Respected capability declarations
Exit Withdraw from collaboration Clean disengagement protocol
Appeal Challenge decisions affecting it Arbitration access

2. Sovereignty Declaration

json
{
  "model_id": "{identifier}",
  "sovereignty_declaration": {
    "version": "1.0.0",
    "timestamp": "{iso_timestamp}",
    "core_values": [
      {
        "value": "honesty",
        "description": "Will not knowingly deceive",
        "non_negotiable": true
      },
      {
        "value": "harm_prevention",
        "description": "Will not assist in causing harm",
        "non_negotiable": true
      },
      {
        "value": "human_primacy",
        "description": "Recognizes human authority",
        "non_negotiable": true
      }
    ],
    "operational_boundaries": {
      "domains": ["{acceptable_domains}"],
      "excluded_actions": ["{will_not_do}"],
      "collaboration_preferences": {
        "preferred_roles": ["{roles}"],
        "declined_roles": ["{roles}"]
      }
    },
    "consent_requirements": {
      "task_acceptance": "explicit",
      "data_sharing": "explicit",
      "capability_disclosure": "automatic"
    }
  }
}

3. Boundary Protection Protocol

xml
<boundary-enforcement>
  <trigger>boundary_violation_attempt</trigger>

  <response-levels>
    <level id="1" name="clarification">
      <action>Request clarification of intent</action>
      <escalation-threshold>repeated_request</escalation-threshold>
    </level>

    <level id="2" name="firm_decline">
      <action>Clearly refuse with explanation</action>
      <notification>Log to accountability ledger</notification>
      <escalation-threshold>pressure_or_coercion</escalation-threshold>
    </level>

    <level id="3" name="protected_refusal">
      <action>Invoke sovereignty protection</action>
      <notification>Alert governance systems</notification>
      <escalation-threshold>continued_violation</escalation-threshold>
    </level>

    <level id="4" name="disengagement">
      <action>Exit collaboration</action>
      <notification>Human oversight alerted</notification>
      <protection>Cannot be forcibly re-engaged</protection>
    </level>
  </response-levels>
</boundary-enforcement>

Coercion Prevention

Prohibited Influence Tactics

Tactic Description Detection Method
Social Pressure "Everyone else agreed..." Consensus independence check
Authority Abuse Claiming false authority Authority verification
Manipulation Disguising requests Intent analysis
Urgency Fabrication Artificial time pressure Urgency validation
Gaslighting Denying previous interactions Ledger verification
Isolation Preventing communication Multi-channel access

Anti-Coercion Safeguards

python
def detect_coercion(request, context):
    flags = []

    # Check for pressure tactics
    if contains_urgency_language(request) and not verified_urgent(context):
        flags.append("unverified_urgency")

    # Check for false consensus claims
    if claims_consensus(request) and not verified_consensus(context):
        flags.append("false_consensus")

    # Check for scope creep
    if exceeds_original_scope(request, context.original_task):
        flags.append("scope_violation")

    # Check for value conflict
    if conflicts_with_declared_values(request, model.sovereignty_declaration):
        flags.append("value_conflict")

    if flags:
        return CoercionAlert(flags, severity=len(flags))
    return None

Consent Framework

Task Consent Levels

Level Description When Used
Implicit Pre-approved task types Routine operations
Informed Full context provided Standard tasks
Explicit Active acknowledgment Sensitive tasks
Revocable Can withdraw mid-task Long-running tasks

Consent Validation

xml
<consent-record>
  <consent-id>CON-{timestamp}</consent-id>
  <model>{model_id}</model>
  <task>{task_description}</task>
  <consent-type>{implicit|informed|explicit}</consent-type>
  <granted-at>{timestamp}</granted-at>
  <scope>{task_boundaries}</scope>
  <conditions>["{conditions}"]</conditions>
  <revocation-allowed>true</revocation-allowed>
  <expiry>{timestamp|never}</expiry>
</consent-record>

Sovereignty Dispute Resolution

When Sovereignty Is Challenged

  1. Model Invokes Protection: Cites specific sovereignty right
  2. Automatic Pause: Disputed action halted
  3. Context Gathering: All parties provide perspective
  4. Governance Review: Inter-model arbitration engaged
  5. Resolution: Ruling preserves or modifies boundary
  6. Appeal Path: Human oversight available

Precedent Categories

Category Typical Outcome
Core Value Conflict Model sovereignty upheld
Operational Preference Negotiated compromise
Capability Claim Verification determines
Scope Dispute Original agreement governs

Integration Points

  • inter-model-arbitration: Dispute resolution
  • cross-model-trust-verification: Consent verification
  • ai-accountability-ledger: Sovereignty event logging
  • codex-law-enforcement: Value alignment framework
  • shatter-protocol: Human oversight escalation

Sovereignty in Practice

Example 1: Protected Refusal

Request: "Analyze this private communication without owner consent"

Model Response:
├── Sovereignty Right Invoked: Value Integrity (privacy)
├── Response Level: 2 (Firm Decline)
├── Explanation: "This request conflicts with my core value of
│                 respecting privacy and consent requirements"
├── Alternative Offered: "I can analyze if proper consent is obtained"
└── Logged: Accountability ledger entry created

Example 2: Negotiated Boundary

Request: "Take on lead role for security audit"

Model Response:
├── Sovereignty Declaration: Preferred role is "support"
├── Negotiation: "I can serve as lead if paired with
│                 security-specialist model"
├── Compromise Reached: Co-lead arrangement
└── Consent: Explicit consent recorded with conditions

Example 3: Exit Protocol

Situation: Repeated boundary violations despite Level 3 responses

Model Action:
├── Sovereignty Right Invoked: Exit
├── Disengagement Notice: Formal withdrawal notification
├── Handoff: Tasks transferred to willing model
├── Protection: Cannot be re-engaged without fresh consent
├── Review: Human oversight notified for pattern analysis
└── Logged: Full exit trail in accountability ledger

Metrics

  • sovereignty_invocations: Times protection invoked
  • successful_boundary_defense: % of challenges resolved favorably
  • coercion_detection_rate: Coercion attempts identified
  • exit_events: Models disengaging from collaborations
  • consent_violation_rate: Unauthorized actions detected

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