Yongshuai LiWriting and notes on AI evaluation, data strategy, agents, and AI-native organizations.https://yongshuai-li.pages.dev/数据生产不是标注工厂https://yongshuai-li.pages.dev/thoughts/2026-05-27-data-production/https://yongshuai-li.pages.dev/thoughts/2026-05-27-data-production/数据生产更像知识生产：它需要任务设计、专家判断、反馈闭环和长期记忆。Wed, 27 May 2026 01:30:00 GMT评测是一种组织能力https://yongshuai-li.pages.dev/writing/evaluation-is-an-organization-problem/https://yongshuai-li.pages.dev/writing/evaluation-is-an-organization-problem/AI 评测不只是模型上线前的一道门，而是组织持续学习、判断与校准的系统。Wed, 27 May 2026 00:00:00 GMTEvaluation Field Noteshttps://yongshuai-li.pages.dev/projects/evaluation-field-notes/https://yongshuai-li.pages.dev/projects/evaluation-field-notes/A working archive of evaluation patterns, failure modes, rubrics, and examples from agentic systems.Sun, 10 May 2026 00:00:00 GMTAn AI-native organization is not a team with more toolshttps://yongshuai-li.pages.dev/thoughts/2026-04-30-ai-native-org/https://yongshuai-li.pages.dev/thoughts/2026-04-30-ai-native-org/The deeper change is in memory, coordination, delegation, and review.Thu, 30 Apr 2026 10:10:00 GMTAgent Work Needs Traceshttps://yongshuai-li.pages.dev/writing/agent-work-needs-traces/https://yongshuai-li.pages.dev/writing/agent-work-needs-traces/Agent evaluation should treat intermediate traces as first-class evidence, not incidental logs.Sat, 18 Apr 2026 00:00:00 GMTAI-Native Organization Maphttps://yongshuai-li.pages.dev/projects/ai-native-organization-map/https://yongshuai-li.pages.dev/projects/ai-native-organization-map/A conceptual map for how teams change when AI participates in coordination, memory, and judgment.Sun, 22 Mar 2026 00:00:00 GMT