Operations teams managed frequent configuration updates across distributed switches and fabrics. But plugin inconsistencies made it difficult to translate intent into accurate device-level actions. Execution stalled, variations appeared across deployments, and teams lacked clear visibility into workflow outcomes. 

Solution 

The client partnered with Calsoft to build a modular plugin framework that aligned with their intent-based automation platform. Each plugin handled a distinct function, processed intent inputs, and executed validated actions across supported devices. 

• Standardized plugin layout for all workflows 
• Isolated handlers for topology and protocol logic 
• Intent-driven configuration mapping 
• Unified status and error reporting 

These components created predictable flows across provisioning and update cycles.