Hatedatastructures

写入新模块文档、重构模块、或用户要求分析模块时触发。

Bug 修复或对接问题排查确认有效后，将经验记录到知识库。

修改 PMR 分配器、内存池配置、热路径容器、对象生命周期管理代码后触发。

编写或修改性能基准测试、分析 benchmark 结果、优化热路径性能时触发。

新增或修改 enable_shared_from_this 类、co_spawn 调用、shared_ptr 捕获的 lambda、co_await 后的成员访问时触发。

新增或修改原子操作、异步定时器、无锁通道、跨线程状态同步、CAS 竞争相关代码时触发。

修改协程（co_await/co_return/co_spawn）、异步 I/O、定时器、多线程相关 C++ 代码时触发。

修改加密、密钥交换、密钥派生、证书处理代码后触发。

Review PRs: diffs, inline comments via gh or REST.

Create, triage, label, assign GitHub issues via gh or REST.

GitHub PR lifecycle: branch, commit, open, CI, merge.

Search arXiv papers by keyword, author, category, or ID.

Write ML papers for NeurIPS/ICML/ICLR: design->submit.

Plan mode: write markdown plan to .nexus/plans/, no exec.

Throwaway experiments to validate an idea before build.

4-phase root cause debugging: understand bugs before fixing.

Use when writing or auditing core/ layer documentation to ensure knowledge depth. Covers design motivation extraction, constraint documentation, failure mode analysis, cross-module contracts, and change sensitivity. Complements prism-wiki-standard.

Use when creating, editing, auditing, or batch-refreshing PrismWiki documentation. Covers document type system, function-level API docs, C++ specifics, file/folder operations, link management, and quality tiers.

PrismWiki 知识库同步检查 Skill