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The Agent Layer Is Hardening: OpenAI Sandboxes, Anthropic's Advisor Pattern, and the Protocol Wars Are Over

· 阅读需 9 分钟
Yi Wang
Full Stack & AI Engineer

April 16, 2026. The AI agent ecosystem just had one of its most consequential 72-hour windows of the year. OpenAI restructured how agents interact with compute. Anthropic published a new cost-efficiency architecture and shipped Claude Cowork to GA. Microsoft unified its fractured agentic SDKs. DeepSeek V4 is days away. And across developer communities, the backlash against unreliable agents is getting louder.

This is not hype. This is infrastructure. The agent layer is hardening.

上下文工程:AI 的战略级内存 (RAM)

· 阅读需 10 分钟
Yi Wang
Full Stack & AI Engineer

在生成式 AI 革命的早期,整个行业都沉迷于“参数量”。我们通过模型神经架构中数以十亿计甚至万亿计的权重来衡量进度。但到了 2026 年,共识已经发生了转变。站在 Gemini 3.0 和 Claude 4 的时代,我们意识到,如果没有高保真、低延迟的“工作记忆(Working Memory)”,原始的智能是毫无用处的。

欢迎来到**上下文工程(Context Engineering)**时代。如果说大语言模型(LLM)是 CPU,那么上下文就是 RAM。正如在传统计算中一样,我们管理这种“内存”的方式,定义了系统实际能够完成的任务上限。