# Nathan Lambert 课程终章：性格训练导论

- 来源：Nathan Lambert (@natolambert)
- 发布时间：2026-08-06 21:56
- AIHOT 分数：43
- AIHOT 链接：https://aihot.virxact.com/items/cmshlfthd0j0lronkwb4vyxga
- 原文链接：https://x.com/natolambert/status/2085364437180109262

## AI 摘要

Nathan Lambert 在其课程最后一讲发布“性格训练”导论，称该主题已深耕约 18 个月，具备高现实影响力且被前沿实验室广泛使用，但相关实证文献几乎空白。讲座涵盖性格训练定义、模型规范与宪章差异、现实动机、推荐论文及开放问题，旨在吸引更多研究者进入该领域。

## 正文

The final lecture of my course is an intro to character training! This is a topic that I've been quietly very invested in for ~18 months, as it:

• Has potential for high real world impact
• Clearly used extensively at frontier labs
• Almost no empirical literature exists
• More accessible on academic compute

This lecture covers what character training is, reviews model specs, constitutions, the differences, the motivations in real world events, some example research papers I like, and open questions in how it relates to post-training/model use generally.

Hopefully this brings more people into the field (and reach out if you have questions). It is one of the more research-y chapters in my book, but one that I felt needed the reference. There is still so little, educational content on the topic online.

0:00 Intro
6:22 Part 1: Fundamentals - character, constitutions, and model specs
19:21 Part 2: Character training in practice
23:23 Part 3: Character elicitation without gradient steps
28:03 Part 4: Open questions (and the end of the course)
32:27 The course, complete

Thanks for watching. No need to like and subscribe now that the course is done, you definitely wouldn't!

h/t to @_maiush for leading the technical work I got to do in the space, and @zafstojano for investing a lot of attention at this book chapter.