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East China University of Science and Technology, Shanghai Huahong Grace Semiconductor Manufacturing Corporation
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A 4B-parameter model, trained on synthetically generated data and rubric-guided reinforcement learning, nearly matches the performance of Gemini-3-Flash on wafer defect analysis, proving that smaller, domain-specific models can rival proprietary LLMs in specialized industrial tasks.
Securing autonomous AI agents demands a lifecycle-oriented approach, and AgentWard provides a blueprint for defense-in-depth across initialization, input processing, memory, decision-making, and execution.
