Error messages in the Model Context Protocol can be systematically mutated across seven dimensions to triple indirect prompt injection success rates, reaching up to 100% compliance on four frontier models.
Tool-planner: Task planning with clusters across multiple tools
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Agents that evolve pseudo-tool search descriptions during execution reach an 84.3% StableToolBench pass rate, +26.7 points over static query retrieval, with gains growing with base-model capability.
A survey that defines agent skills as reusable procedural artifacts and reviews methods, resources, and applications across their representation, acquisition, retrieval, and evolution stages.
citing papers explorer
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VATS: Exploiting Implicit Authority in Error-Path Injection via Systematic Mutation
Error messages in the Model Context Protocol can be systematically mutated across seven dimensions to triple indirect prompt injection success rates, reaching up to 100% compliance on four frontier models.
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FitText: Evolving Agent Tool Ecologies via Memetic Retrieval
Agents that evolve pseudo-tool search descriptions during execution reach an 84.3% StableToolBench pass rate, +26.7 points over static query retrieval, with gains growing with base-model capability.
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A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications
A survey that defines agent skills as reusable procedural artifacts and reviews methods, resources, and applications across their representation, acquisition, retrieval, and evolution stages.