From retrieval to agents: 5 takeaways on production architecture for AI agents

As AI evolves from search-driven tools to autonomous agents, the focus is shifting from simple retrieval to "context engineering" to ensure accuracy and prevent performance degradation. The author argues that enterprises must move away from fragmented, multi-tool architectures and instead adopt unified platforms that provide precise, real-time data to maintain trust and cost-efficiency.