Cloud Critic

An agentic AI cloud architect that audits an Azure subscription for cost waste. It connects read-only, autonomously explores the infrastructure, correlates resources, usage, and billing, and produces a cost-quantified report with specific SKU-downsizing recommendations.

Runs a ReAct (Reason–Act–Observe) loop: it decides what to investigate, calls Azure tools, accumulates findings in working memory, and reasons about architectural patterns before recommending changes. Read-only — never modifies infrastructure. Streams the agent's reasoning live over WebSocket, using a catalog of 13 Azure tools across Cost Management, Resource Graph, and Monitor. LLM-agnostic via a provider abstraction (local Ollama, Anthropic, or any OpenAI-compatible endpoint).