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- Updated README.md to clarify API key usage and access restrictions for TokenPlan and pay-as-you-go keys. - Introduced shared credential validation logic to prevent TokenPlan keys from being used in incompatible contexts. - Enhanced error messaging for credential resolution failures in managed-agent and memory plugins. - Added tests for credential classification and workspace endpoint composition. - Updated documentation to reflect changes in credential handling and workspace-scoped agentstudio endpoint requirements.