Your Agentforce Implementation Will Fail Without DevOps Governance
Praveen Singh and Vaibhav Dubey explain why Agentforce implementations require a transition from traditional metadata deployment to a specialized DevOps governance framework to prevent operational failures. They detail how AI systems introduce new risks, such as behavior drift and grounding inconsistencies, which cannot be managed through standard code-based testing alone. The speakers outline a structured release strategy involving version control for AI artifacts like prompt templates and instructions, the implementation of approval gates for non-deterministic behavior, and the use of Copado as a governance backbone. The session concludes with a breakdown of essential monitoring and rollback strategies, emphasizing that AI must be treated as code to ensure auditable, scalable, and trustworthy enterprise deployments.