数据生产不是标注工厂
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。
AI evaluation, data strategy, and AI-native organization design.
Yongshuai Li is a research-oriented builder working across agent evaluation, human-agent collaboration, data production systems, and the organizational forms that advanced AI makes possible.
Evaluation Field Notes
A working archive of evaluation patterns, failure modes, rubrics, and examples from agentic systems.
An AI-native organization is not a team with more tools
The deeper change is in memory, coordination, delegation, and review.
Agent Work Needs Traces
Agent evaluation should treat intermediate traces as first-class evidence, not incidental logs.
AI-Native Organization Map
A conceptual map for how teams change when AI participates in coordination, memory, and judgment.