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Local LLM-based SSH honeypots can achieve superior shell emulation accuracy with the right prompting and fine-tuning strategies, but their effects can conflict in unexpected ways.
Time-window-based evidence aggregation in Slips leads to a significant boost in detection performance, outperforming traditional methods without increasing false positives.