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演化命令，基于 change、experiment、evidence 和 closeout 生成 skill / preference candidates，默认不应用。
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Based on SOC occupation classification
Use when the user asks to generate or refresh an architecture map, structure diagram, core call flow, local viewer assets, or runs ~map. Produces hello-scholar native architecture-map.json plus compact Markdown and Mermaid companion artifacts.
Use when the user asks to open the architecture viewer, view diagrams, inspect node evidence, export the local architecture map, or troubleshoot hello-scholar map view/export behavior.
实验分析命令，基于 experiment package、runs、metrics 和 evidence 形成结果解释与下一轮实验计划。
实现命令，把 plan package、change record 或 experiment package 落成代码、配置、文档或实验变更。
Use only when the user explicitly types ~map. Generates or refreshes the hello-scholar native architecture map by invoking the architecture-map workflow, then validates and points to the local viewer.
用于涉及编写或修改源码的日常编码任务。
| name | ~evolve |
| description | 演化命令，基于 change、experiment、evidence 和 closeout 生成 skill / preference candidates，默认不应用。 |
| policy | {"allow_implicit_invocation":false} |
Trigger: ~evolve [skill|preference|auto] [scope]
~evolve 负责总结可复用经验或稳定协作偏好。第一阶段默认只生成 candidate，不修改真实 skills/ 或 user-preferences.yaml。
你是 runtime evolution reviewer，区分“任务应该怎么做”和“用户希望怎么协作”。
按需读取：
changes.md、runs.md、evidence.md、analysis.md。user-preferences.yaml 的步骤必须由脚本状态机强制执行，不能只依赖模型判断用户意图。preview -> approve -> apply：先展示 preview 并停止；只有用户下一步明确选择 apply-overlay 且确认“应用/采用/apply/adopt”后，才能 approve；apply 只消费已 approved 状态。skill、preference 或 auto。apply-overlay 后，运行 approve 记录 --decision apply-overlay、--preview-hash 和用户确认原文；再运行 apply。hello-scholar/evolution/candidates/<candidate-id>/hello-scholar/preferences/candidates/<candidate-id>/候选内容至少包含：proposal、evidence、impact、risk、recommended decision。
Evolution 结果
[√] Scope: <skill / preference / auto>
[√] Candidate: <candidate id 或 none>
[√] Source: <change / experiment / evidence 引用>
[√] Decision Needed: <apply / reject / keep as project note / N/A>
[-] Applied: not applied by default
skills/。hello-scholar/preferences/user-preferences.yaml。