L2 Deep Dive
AI Engineering From Chat to Agents: Designing Goal-to-Result Systems for Real Work
Chat is request-response; agents are task systems that plan, call tools, iterate, and stop when done. The minimum architecture — loop, tools, bounded memory, stopping conditions — required to make the transition from chat reliable.