An autonomous multi-agent orchestrator that reduces tailored job application generation from hours to under 5 minutes. Built on a LangGraph Planner-Researcher architecture, it features an LLM-as-a-judge feedback loop, resilient external tool calling with graceful failure, and full agent tracing via Langfuse to ensure production-level observability.