Meta has introduced Muse Glimmer, a 30-billion-parameter open-weight model distilled from Muse Spark for on-device agentic workflows. The announcement establishes its direction, but not yet its hardware requirements, measured performance, licensing details, or production readiness.

AWS’s ADOP reference architecture uses specialized agents on Amazon Bedrock across the Bronze-to-Silver-to-Gold lifecycle. Its more consequential idea is not code generation, but automation with governance and compliance embedded in the flow.