The first phase focused on configuration management and drift detection. Gluware’s system identified when network devices deviated from approved configurations and proposed fixes, but network operations teams manually reviewed and approved each remediation.
The second phase introduced automatic remediation. As customers gained confidence, they allowed the system to automatically correct devices that drifted from approved standards without human approval for each action. Current deployments represent what the industry calls self-operating networks, where configuration drift triggers instant automated correction.
Titan represents the third phase: system-determined operations where AI identifies new changes needed and executes them within defined risk parameters. This differs fundamentally from drift remediation, which restores known-good states. Titan handles new modifications from multiple AI systems that may conflict with each other. The platform coordinates between observability platforms, service management tools and security systems, each deploying AI agents that want to make simultaneous network changes. The validation framework extends from preventing configuration drift to preventing conflicts between competing AI agents.
Titan’s architecture for network and agentic AI coordination
Titan consists of a series of integrated components working together to solve the multi-agent coordination problem.
The Intelligent MCP Server uses the Model Context Protocol to coordinate between Gluware’s automation capabilities and external AI agents. The Gluware Agent executes the actual automation work between the MCP server and network devices. The Co-Pilot provides a natural language interface for network operations teams.
The MCP Server implements what Gluware calls a validation engine. Every action passes through verification before execution. This architecture allows third-party agents from observability platforms or service management tools to request network changes while Gluware maintains control over execution. Initial MCP service integrations include NetBox and ServiceNow.
