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LLMs can slash token usage by 80% and "thinking rate" by 95% without sacrificing accuracy, simply by learning when *not* to reason.
Ditch the deterministic databases: this LLM-driven simulation framework evaluates tool-calling agents with surprisingly reliable proxy states, offering a scalable alternative to costly benchmarks.
LLM agents blindly trust third-party tools, but MCPShield adds a "security cognition" layer that learns to spot malicious servers before they can do damage.