Technical Deep Dive

Dali Cloud Agent
Architecture

Agentic control plane using Model Context Protocol. Autonomous infrastructure management with L4 autonomy—human-on-the-loop reasoning.

DALI

Agentic Orchestration

Agent Architecture

Foundation

Model Context Protocol (MCP)

Standardized reasoning interface that enables agents to understand architectural diagrams, documentation, and infrastructure intent. MCP provides a common language for agent-to-agent and agent-to-system communication across multi-cloud environments.

  • Standardized reasoning primitives
  • Context-aware decision making
  • Multi-agent coordination
MCP
Model Context Protocol
L4
Autonomy Level
Core System

L4 Autonomous Agents

Human-on-the-loop rather than human-in-the-loop. Agents maintain continuous awareness across multi-region, multi-cloud infrastructure. They monitor, reason, plan, and execute remediation strategies autonomously, escalating only for policy-critical decisions.

  • Continuous monitoring & anomaly detection
  • Autonomous root cause analysis
  • Self-healing remediation execution
Orchestration

Multi-Cloud Infrastructure Control

Unified control plane spanning AWS, Azure, GCP, and on-premise environments. Agents understand architectural intent from documentation, detect configuration drift, and autonomously plan remediation strategies using Terraform and Kubernetes APIs.

90%
MTTR Reduction
35%
Cost Savings
MULTI
Cloud Control

Technology Stack

Kubernetes

Container orchestration

Terraform

Infrastructure as code

Rust

High-performance runtime

LangGraph

Agent workflows

MCP

Model Context Protocol

Claude API

Agent reasoning

Prometheus

Metrics & monitoring

Grafana

Visualization