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LLM Security: 50+ adversarial attacks for AI Red Teaming

ID: 6eddb6a6-231c-598e-abd8-2a9142355180

STIX ID: report--6eddb6a6-231c-598e-abd8-2a9142355180

Feed Name: Giskard

Threat Score
50/100

Date Published: 2025-10-27

Date Updated: 2026-07-28

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This guide documents 50+ major security attacks and adversarial probes against production LLM applications (organized by OWASP LLM Top 10), covering prompt injection variants, internal information exposure, data exfiltration techniques, harmful content generation probes, hallucination testing for RAG systems, and business/legal risk scenarios to help teams evaluate their AI attack surface.

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