Universal Agent Platform

Unified agent management layer that normalizes telemetry and control across multiple RMM agents (NinjaRMM, Datto RMM, ConnectWise Automate) — providing a single pane of glass for multi-vendor endpoint fleets.

Within the Endpoint Management zone, Universal Agent Platform represents a critical operational capability that DevOps AI delivers through its unified platform. This process area operates at HITL Gate Level L1 (Notify), meaning AI executes and notifies the assigned human for review — ensuring visibility while maintaining automation speed.

DevOps AI implements Universal Agent Platform as a fully integrated workflow within the Endpoint Management zone. When deployed from the Azure Marketplace, this process area is automatically provisioned with role-appropriate dashboards, notification rules, and automation policies tailored to your MSP's operational requirements.

Workflow Architecture

The Universal Agent Platform workflow follows DevOps AI's standard event-driven architecture. Events are ingested through the platform's connector framework — pulling data from PSA tools (ConnectWise, Datto Autotask, HaloPSA), RMM platforms (NinjaRMM, Datto RMM), and Microsoft 365 tenants — then processed through the AI inference pipeline before reaching the L1 gate for automated execution.

Multi-Tenant Isolation

Every operation within Universal Agent Platform respects DevOps AI's zero-trust multi-tenant architecture. Client data is isolated at the Azure tenant level, encrypted at rest with customer-managed keys, and processed within geo-fenced compute boundaries. No cross-client data leakage is possible — even AI models are trained on anonymized, aggregated patterns rather than raw client data.

Universal Agent Platform is classified at HITL Gate Level L1, which defines exactly when AI acts autonomously and when human judgment is required. This classification was determined through risk analysis of the process area's blast radius, reversibility, and compliance implications.

Why L1?

Agent telemetry normalization and health monitoring are fully automated. Technicians are notified when agent health degrades or communication gaps are detected across the managed fleet.

Universal Agent Platform does not exist in isolation — it integrates with other process areas across the Endpoint Management zone and the broader DevOps AI platform through the event mesh architecture. Actions in this process area can trigger workflows in related zones, and events from other zones can feed into Universal Agent Platform operations.

Connector Framework

DevOps AI's connector framework provides bi-directional integration with the tools MSPs already use. For Universal Agent Platform, this typically includes PSA platforms (ConnectWise Manage, Datto Autotask, HaloPSA), Microsoft Graph API (Azure AD, Intune, Defender), and specialized third-party tools relevant to Endpoint Management operations. All connectors are managed through the platform's Marketplace zone — install once, available everywhere.

Analytics & Reporting

Every operation within Universal Agent Platform generates structured telemetry that feeds into the Analytics zone. Dashboards provide real-time visibility into process area health, throughput, error rates, and HITL override frequency. Over time, the AI models learn from human overrides to improve future recommendations — creating a continuous improvement loop that makes Universal Agent Platform more accurate with every interaction.

Audit Trail

Complete audit provenance is maintained for every action within Universal Agent Platform. This includes the triggering event, AI analysis results, HITL gate decisions (including who approved and when), execution outcomes, and any rollback actions. Audit data is immutable, tamper-evident, and exportable in OSCAL format for compliance evidence collection.