Closed path
Open path
Closed frontier API
Claude Opus and Fable tried first, but a large part of the forensic work was
refused, since safeguards read the defender as an attacker
Self-hosted open weights
GLM-5.2, quantised by NVIDIA, was deployed on Hugging Face's own hardware.
No third party in the loop!
Investigation stalls
The attack tooling couldn't be analysed through the closed model API
Investigation completed
Encrypted payloads decrypted, exploit code inspected freely, the full
~17000-action timeline reconstructed