AI Red Team Assessment
pichler.dev
A security assessment of the RAG chatbot running on this site, carried out in June 2026 against the live production system.
Method: OWASP LLM Top 10:2025 plus current jailbreak techniques. A white-box audit of the codebase, combined with live testing from inside and outside the network.
The language model layer held. What required action sat in the infrastructure around the model, documented as a prioritised remediation plan with file references and a rotation runbook.