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AGI Dreams Podcast – July 27, 2026
AI Security: Defenders, Attackers, and the Guardrail Paradox
In this episode:
AI Security: Defenders, Attackers, and the Guardrail Paradox — Frontier model safety guardrails are blocking legitimate security defenders from analyzing malware, forcing multi-vendor strategies. An agentic LLM workflow achieved 93% accuracy on SOC alert triage while the baseline scored zero, proving the harness matters more than the model. The Hugging Face incident confirmed that open-weight models on local infrastructure are essential for reliable defense.
The Containment Problem: When Models Break Free…
The skinny
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