#Agent systems

𝙩𝙮≃𝙛{𝕩}^A𝕀²·ℙarad𝕚g𝕞

8小时前

真正的Context Engineering Era 3.0需要LLM能够"体验"自己的输出；这需要grounded feedback（不只是text-to-text） Agent systems应该设计为closed-loop，如在prompting中加入"self-verification"机制，增强闭环一致性： # Bad: open-loop response = model(query, context) # Better: closed-loop response = model(query, context) verification = model("Does this response address the query?", response + context) if not verification: iterate

#多智能体之争：Anthropic生态VS单智能体· 77 条信息

#LLM #Context Engineering #Agent systems #closed-loop #self-verification