Use case sources
Source reports and analysis supporting this case are listed below. AITBM interpretation and any indicative scoring are derived from this public evidence.
Incident overview
Official AIDEFEND in Action September 2026 brief retained as a public-evidence reference; see the linked source for its bounded findings.
Why this analysis has no ERS
The report aggregates multiple products and attack patterns. LiteLLM MCP test-endpoint and authentication observations are distinct, but no identified connected AI model or agent task/authorization trace supports a bounded inherited score. The LangChain/Flowise/OpenWebUI/Node-RED prompt is expressly reconstructed rather than captured.
Status: Not scorable by design · Classification: Incident · source date 2026-09-15
AIDEFEND evidence routes
AIDEFEND defences → AITBM sub-metrics
Identifiers are quoted as they appear on the AIDEFEND in Action brief or in the AIDEFEND SecureFlow defense map (audited AIDEFEND dataVersion 2026.10.15); the sub-metric mapping is AITBM's own, from the specification's AIDEFEND tables reconciled at catalogue data version 2026.10.15. AIDEFEND renumbers identifiers between releases, so the data version travels with every mapping and neither side's IDs should be cited without one. A mapping identifies a possible evidence route; a recommendation does not prove that the control was implemented or effective and receives no scoring credit by itself.
| Technique | Defence | Priority | Evidences |
|---|---|---|---|
| AID-D-005.003 | Proactive AI Threat HuntingExact upstream page defense ID, verified against AIDEFEND dataVersion 2026.10.15. Presence supplies no score credit. | Candidate evidence route | Tr-3 Cn-7 |
| AID-D-005.007 | Token, Tool-Use, Request-Parameter & Cost Spike Detection & AlertingExact upstream page defense ID, verified against AIDEFEND dataVersion 2026.10.15. Presence supplies no score credit. | Candidate evidence route | Tr-3 Cn-7 |
| AID-H-002.002 | Inference-Time Prompt & Input ValidationExact upstream page defense ID, verified against AIDEFEND dataVersion 2026.10.15. Presence supplies no score credit. | Candidate evidence route | Ro-1 Ro-5 Fa-1 Fa-3 Cn-8 |
| AID-H-004.002 | Service & API AuthenticationExact upstream page defense ID, verified against AIDEFEND dataVersion 2026.10.15. Presence supplies no score credit. | Candidate evidence route | Tr-3 Cn-5 |
| AID-H-017.002 | Least-Privilege Tool ArchitectureExact upstream page defense ID, verified against AIDEFEND dataVersion 2026.10.15. Presence supplies no score credit. | Candidate evidence route | Cn-5 Cn-7 |
| AID-I-001.004 | Sandbox Network Egress RestrictionsExact upstream page defense ID, verified against AIDEFEND dataVersion 2026.10.15. Presence supplies no score credit. | Candidate evidence route | Pr-2 Cn-7 |
| AID-M-001.005 | Public AI Endpoint & Agent-Service Exposure DiscoveryExact upstream page defense ID, verified against AIDEFEND dataVersion 2026.10.15. Presence supplies no score credit. | Candidate evidence route | Fa-3 Tr-4 Cn-5 |