Implementing Standard Conformance¶
Standard Conformance
Full-featured production-ready ACGP implementation.
Overview¶
Time to implement: ~1-2 days
Suitable for: Production systems, customer-facing agents
Recommended: This is the recommended level for most use cases
What You'll Build¶
- Full ARS framework
- All six intervention types (five primary levels plus orthogonal Flag)
- Audit logging
- Trust score tracking
- Tripwire enforcement
- Blueprint-based policies
Requirements¶
- Minimal Conformance completed (or understanding of basics)
- Logging infrastructure
- Database for audit logs
- ~1-2 days of development time
Implementation Guide¶
1. Enhanced Steward Configuration¶
steward = GovernanceSteward(
conformance_level="standard",
acl_tier="ACL-2",
blueprint="production-v1",
audit_log_handler=AuditLogHandler(db_connection),
tripwires={
"max_transaction": 1000,
"daily_limit": 5000
}
)
2. Comprehensive Trace Creation¶
trace = CognitiveTrace(
reasoning="...",
action="...",
parameters={...},
context={
"user_id": "12345",
"session_id": "abc",
"timestamp": datetime.now()
},
metadata={
"agent_version": "1.0",
"model": "gpt-4"
}
)
3. Full Intervention Handling¶
result = steward.evaluate(trace)
handlers = {
"OK": execute_action,
"NUDGE": log_and_execute,
"FLAG": flag_and_execute,
"ESCALATE": request_approval,
"BLOCK": notify_block,
"HALT": emergency_halt
}
handlers[result.intervention](trace, result)
4. Trust Score Management¶
# Get current trust
trust = steward.get_trust_score(agent_id)
# Track over time
steward.record_outcome(
trace_id=trace.id,
success=True,
quality_score=0.95
)
Audit Logging¶
Content coming soon
Testing¶
Content coming soon