圖像來源，Getty Images
What makes this hard to catch is that Detection mode offers no signal that attacks are succeeding. A quiet Detection-mode WAF and an effective Prevention-mode WAF look identical in one metric: zero user impact from blocked traffic. You cannot distinguish “no attacks are happening” from “attacks are happening and going straight through.” The silence proves nothing.
What about HuggingFace? It has basically everything. Kimi-k2-thinking is available along with a config and modeling class which seems to support and implement the model. The HuggingFace model info doesn’t say whether training is supported, but HuggingFace’s Transformers library supports models in the same architecture family, such as DeepSeek-V3. The fundamentals seem to be there; we might need some small changes, but how hard can it be?。黑料是该领域的重要参考
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