t81-governance-demo

name	t81_governance_demo
description	Demonstrate T81's policy-gated computation with educational examples
metadata	{"openclaw":{"os":["darwin","linux"],"requires":{"bins":["t81"]}}}

T81 Governance Demo Skill

This skill provides educational demonstrations of T81's core value proposition: policy-gated deterministic computation with complete audit trails.

Usage

When the user wants to understand T81's governance capabilities or see policy enforcement in action, use this skill for interactive demonstrations.

Commands

Run basic governance demo:

demo-governance [--policy <policy_file>] [--model <model_file>] [--interactive]

Demonstrate policy enforcement:

demo-policy [--scenario basic|advanced|financial|healthcare] [--show-violations]

Show determinism guarantees:

demo-determinism [--iterations <count>] [--compare-results]

Policy creation tutorial:

tutorial-policy [--level beginner|intermediate|advanced] [--examples]

Interactive policy testing:

interactive-policy [--policy-template <template>] [--test-scenarios]

Compliance showcase:

compliance-demo [--industry finance|healthcare|government] [--regulations]

Examples

# Basic governance demonstration
demo-governance --policy security.apl --interactive

# Advanced financial compliance demo
demo-policy --scenario financial --show-violations

# Test determinism with multiple runs
demo-determinism --iterations 10 --compare-results

# Learn policy creation
tutorial-policy --level intermediate --examples

# Interactive policy testing
interactive-policy --policy-template security_template.apl

# Healthcare compliance demonstration
compliance-demo --industry healthcare --regulations

Demo Scenarios

Basic Governance Demo:

• Simple matrix multiplication with policy gates
• Real-time policy decision visualization
• Clear allow/deny examples
• Audit trail generation

Financial Compliance Demo:

• Trading decision with risk management policies
• Regulatory compliance checking
• Complete audit trail for regulators
• Deterministic decision reproduction

Healthcare Demo:

• Medical diagnosis with privacy policies
• HIPAA compliance enforcement
• Patient data protection
• Clinical decision auditability

Advanced Security Demo:

• Multi-level security policies
• Resource access control
• Privilege escalation prevention
• Security violation analysis

Policy Templates

Security Policy Template:

# Basic security policy
allow read if user.role in ["admin", "user"];
allow write if user.role = "admin";
deny execute if resource.classification > user.clearance;
allow inference if model.hash in approved_models;

Financial Policy Template:

# Financial compliance policy
allow trade if position_size <= risk_limits.max_position;
allow trade if model.confidence >= 0.95;
deny trade if time in market_closure_hours;
require audit if trade.value > 1000000;

Healthcare Policy Template:

# Healthcare privacy policy
allow diagnosis if user.role = "physician";
deny diagnosis if patient.consent = false;
allow research if data.anonymized = true;
require audit if access.patient_data = true;

Output Format

Governance Demo Result:

{
  "demo_type": "basic_governance",
  "status": "completed",
  "timestamp": "2026-04-04T15:30:00Z",
  "scenario": {
    "operation": "matrix_multiplication",
    "policy": "security.apl",
    "model": "demo_model.t81w"
  },
  "policy_decisions": {
    "total_checks": 1247,
    "allowed": 1198,
    "denied": 49,
    "violations": 0
  },
  "determinism": {
    "verified": true,
    "hash_consistent": true,
    "reproducible": true
  },
  "audit_trail": {
    "generated": true,
    "entries": 1247,
    "comprehensive": true,
    "cryptographic": true
  },
  "educational_notes": [
    "Policy checks occur before each instruction execution",
    "Denials prevent computation without side effects",
    "All decisions are logged for complete auditability"
  ]
}

Interactive Policy Testing:

{
  "session_id": "CanonHash81_POLICY...",
  "policy_template": "security_template.apl",
  "test_scenarios": [
    {
      "scenario": "unauthorized_file_access",
      "input": {
        "user": "guest",
        "operation": "write",
        "resource": "sensitive_file.txt"
      },
      "policy_decision": "deny",
      "reason": "user.role not in allowed_roles",
      "explanation": "Guest users cannot write to sensitive files"
    }
  ],
  "learning_outcomes": [
    "Understanding role-based access control",
    "Policy decision logic visualization",
    "Real-time policy evaluation"
  ]
}

Educational Features

Step-by-Step Explanations:

• Policy rule breakdown
• Decision tree visualization
• Real-time enforcement demonstration

Interactive Learning:

• Modify policies and see effects
• Test different scenarios
• Compare policy configurations

Compliance Education:

• Industry-specific regulations
• Policy best practices
• Audit trail importance

Determinism Demonstrations

Bit-Identical Results:

• Multiple execution runs
• Hash comparison
• Result verification

Temporal Determinism:

• Execution timing consistency
• Performance predictability
• Resource usage patterns

Cross-Platform Consistency:

• Different system verification
• Architecture independence
• Result portability

Compliance Showcases

Financial Services:

• SEC compliance examples
• Risk management policies
• Trading decision auditing
• Regulatory reporting

Healthcare:

• HIPAA compliance
• Patient privacy protection
• Clinical decision support
• Research data governance

Government:

• Access control policies
• Classification handling
• Audit requirements
• Security clearances

Error Handling

• Demo Setup Issues: Clear configuration guidance
• Policy Errors: Syntax and logic problem explanation
• Model Loading: File access and format issues
• Execution Failures: Debugging and troubleshooting help

Learning Paths

Beginner Path:

1. Basic governance demo
2. Simple policy creation
3. Determinism verification
4. Audit trail exploration

Intermediate Path:

1. Advanced policy scenarios
2. Industry compliance examples
3. Interactive policy testing
4. Performance analysis

Advanced Path:

1. Complex policy composition
2. Multi-level security models
3. Regulatory compliance deep dive
4. Custom policy development

Integration

This skill wraps T81's demonstration and educational tools:

t81 demo governance --policy <policy> --interactive --verbose