Before & After

Same agent. Two lines of code. Everything changes.

✕ Without AIR Blackbox
What happens when this agent runs:
✕ No audit trail
✕ No input validation
✕ No PII detection
✕ No injection scanning
✕ No tamper-evident logging
✕ No human oversight gates
0/6
FAIL
"An auditor sees: nothing. No proof your agent did anything safely."
✓ With AIR Blackbox
What happens when this agent runs:
✓ Every LLM call logged with HMAC-SHA256 chainArticle 12: Record-keeping with tamper-evident proof
✓ Tool inputs validated against schemasArticle 10: Data governance and validation
✓ PII detected and flagged before processingArticle 10: Personal data protection
✓ Prompt injection patterns scanned on every inputArticle 15: Security and injection defense
✓ Tamper-evident .air.json records writtenArticle 12: Immutable audit logs
✓ Consent gates available for sensitive operationsArticle 14: Human oversight
0/6
PASS
"An auditor sees: complete, tamper-evident proof of every decision your agent made."

What Actually Changed

2
Lines Added
0
Refactoring
6
Articles Covered

What Gets Created

Sample .air.json Audit Record


                

            

            

                
HMAC-SHA256 Chain

                

                    Each record links to the previous via HMAC. Change one record, the chain breaks.