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Gated Activation Steering enables a 4-billion-parameter model to withstand user pressure with a robustness comparable to models over 100 billion parameters, without sacrificing response quality.
Cognitive AI is hindered by significant capability gaps that could stall progress toward truly intelligent systems, but a new taxonomy reveals pathways for overcoming these limitations.
Fine-tuning small LLMs for cybersecurity may actually degrade critical knowledge, with pre-fine-tuning diagnostics offering a way to avoid costly mistakes.
Current open-source LLMs fall short in effectively classifying complex CTI reports, with the best model only achieving an F1 score of 0.22.
Multi-agent response planning can elevate intrusion response effectiveness while ensuring analyst oversight and safety.
Securing enterprise multi-agent systems boils down to rigorously controlling tool orchestration and memory management, which can slash exploitable trust boundaries by over 70%.
