Description: A validation framework is a set of guidelines and tools used to validate software applications and systems. This framework provides a systematic structure that allows developers and quality teams to ensure that the software meets established requirements and functions correctly in different environments. It includes methods for testing, verifying functionality, and ensuring that the software is secure and efficient. Validation frameworks are essential in agile development and continuous integration, as they allow for the detection of errors and issues at early stages of the development lifecycle. Additionally, they facilitate collaboration among multidisciplinary teams, ensuring that all aspects of the software are considered and evaluated. In the context of automation with artificial intelligence, these frameworks can include tools that allow for the automatic validation of AI models, ensuring that the results are accurate and reliable. A validation framework can help ensure that developed software components meet the required quality and security standards, thus promoting a more robust and reliable ecosystem for end users.