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Independent Researcher
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Effect forgery poses a greater threat to LLM safety than risk label tampering, revealing a critical vulnerability in tool contract integrity.
CMTF slashes tool exposure from 100 to just one per step, cutting token costs by 90% while maintaining task success rates.