行业共识是 Human-in-the-Loop。但当 Agent 连续自主运行数小时，逐步审批反而成了瓶颈。Human-in-the-End 不是移除人类，而是将人类的角色从操作者升级为拥有者。
4 posts exploring AI and related topics.
Artificial intelligence infrastructure, machine learning systems, and AI-native product development.
行业共识是 Human-in-the-Loop。但当 Agent 连续自主运行数小时，逐步审批反而成了瓶颈。Human-in-the-End 不是移除人类，而是将人类的角色从操作者升级为拥有者。
The industry consensus is Human-in-the-Loop. But when agents run for hours autonomously, approving every step becomes the bottleneck. Human-in-the-End isn't about removing humans—it's about upgrading their role from operator to owner.
Google's nano banana (gemini-2.5-flash-image-preview) promised breakthrough image generation, but family photos revealed critical limitations. Following Google's official prompting guide, I evolved through three technical approaches—from complex prompts to description-first to line art bridging—discovering how to work with AI model strengths rather than against them.
Traditional note-taking apps like Notion and Obsidian create too much cognitive overhead. I'm building Kira—an AI assistant that continuously captures context from your digital environment and amplifies your thinking through conversation. Learn how it evolved from a reading app idea into something completely different.