Why Your AI Agent Framework Isn't Enough: 7 Platform Capabilities Missing From Production
Red Hat, Friday, July 17th, 2026
Red Hat identifies seven platform capabilities that AI agent frameworks lack when moving agents into production.
Red Hat argues that popular AI agent frameworks handle orchestration logic well but stop short of what production deployment actually demands.
The post enumerates seven essential platform capabilities that these frameworks leave to the user, spanning areas such as runtime governance, observability, scaling and lifecycle management.
Authors Richard Naszcyniec and Joshua Wilson position Red Hat AI's platform as the layer that closes these gaps, letting teams keep their framework of choice while gaining enterprise-grade operational controls.
The piece is aimed at architects evaluating why agent prototypes stall before reaching production.