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A DbC Inspired Neurosymbolic Layer for Trustworthy Agent Design

arXiv — cs.LG•Tuesday, November 4, 2025 at 5:00:00 AM
PositiveArtificial Intelligence
A new approach to enhancing the reliability of large language models (LLMs) has been introduced through a contract layer inspired by Design by Contract (DbC). This innovative layer sets clear semantic and type requirements for inputs and outputs, ensuring that the generated content is not only fluent but also trustworthy. By incorporating probabilistic remediation, the system guides the LLMs towards compliance with these contracts. This development is significant as it addresses the growing concerns about the verifiability of AI outputs, paving the way for more dependable AI applications.
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