An LLM-based agent that parses protocol RFCs into test cases, synthesizes executable test programs with RAG and chain-of-thought, and iteratively debugs them, reports 4.7x to 10.8x Pass@1 improvements over a pure-LLM baseline.
Autodroid: Llm-powered task automation in android,
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iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols
An LLM-based agent that parses protocol RFCs into test cases, synthesizes executable test programs with RAG and chain-of-thought, and iteratively debugs them, reports 4.7x to 10.8x Pass@1 improvements over a pure-LLM baseline.