Summary:
- The article explores the architectural evolution of "Qaradar," an internal tool at Deezer, specifically focusing on the transition from rigid workflow-based systems to autonomous agent-based models.
- It provides a technical analysis of how Large Language Models (LLMs) can be integrated into engineering workflows to automate complex tasks, highlighting the trade-offs between deterministic processes and flexible, agentic decision-making.