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This application provides a Trojan detection method, apparatus, electronic device, medium, and program product, specifically relating to the application of large-scale models in information security and fintech fields, and applicable to the fields of big data technology and artificial intelligence technology. The method includes: acquiring a target model file; obtaining a deserialized instruction text sequence based on the target model file; constructing risk analysis prompts using an instruction analysis agent based on the deserialized instruction text sequence; interacting with a Trojan detection model using the instruction analysis agent based on the deserialized instruction text sequence and the risk analysis prompts to obtain a risk assessment result; and generating a Trojan detection result for the target model file based on the risk assessment result.