AI engineers assemble tools, memory and workflows into runnable AI agents.
Monolithic frameworks like LangChain, or hand-rolled orchestration and tool-integration code.
Capabilities are hand-wired with glue code; heavy coupling and poor reuse force rewriting for every new agent.