What models do across interaction.模型在互動過程中實際做了什麼。
I study how AI models behave over extended interaction: what they do, what they report about themselves, and how to check the two against each other.我研究 AI 模型在長時間互動中的行為：它們做了什麼、如何描述自己，以及如何把兩者放在一起查核。
Read the research record閱讀研究紀錄What does the model do?模型實際做了什麼？
Observe behavior across turns before assigning an explanation.先觀察跨回合行為，再決定如何解釋。
What does it say it did?模型說自己做了什麼？
Keep self-description separate from the behavior it is meant to explain.把自我描述與它試圖解釋的行為分開。
How can the two be checked?兩者要如何互相查核？
Preserve versions, conditions, limits, and the record needed for review.保留版本、條件、限制，以及審視所需的紀錄。
- METHOD
- Defined per paper or note; no site-wide method claim.逐篇論文或筆記定義，不用全站一句話概括。
- VERSION
- Carried by each output; the canonical record is lining-wang.com.隨各項輸出標示；正式紀錄在 lining-wang.com。
- SOURCES
- Citations and materials belong with each output.引用與材料跟隨各項研究輸出。
- STATUS
- Papers in progress, research notes, and methods.進行中論文、研究筆記與方法。