# Evolution Loop Playbook

**Languages:** [简体中文](./evolution-loop-playbook.zh-CN.md) | [English](./evolution-loop-playbook.en.md)

This file is the language selector for the controlled evolution loop, the RJR-AI residual judgment authority gate, and UL (Uncertainty Ladder).

这个文件是受控进化闭环、RJR-AI 剩余判断权授权门与 UL（不确定性阶梯）playbook 的语言入口。

Read the decision-oriented information method first when the task may trigger more search, questions, experiments, memory reads, or AI branches:

- [信息价值（VOI）决策门](./value-of-information-playbook.zh-CN.md)
- [Value of Information Decision Gate](./value-of-information-playbook.en.md)

For model compression, causal mediators, and total description cost, see:

- [模型压缩 Playbook](./model-compression-playbook.zh-CN.md)
- [Model Compression Playbook](./model-compression-playbook.en.md)