【双层上下文快照】专为复杂多步骤项目设计的上下文溢出恢复系统。自动对任务类型进行分类并匹配最优的压缩策略,支持用户使用Pin来锁定关键信息,压缩过程白盒透明。 Two-tier progress persistence system for complex multi-step projects. Implements a 5-stage Context Engineering pipeline (Identify, Classify, Compress, Retrieve, Persist) to extend AI effective memory beyond the context window. Features Smart Strategy Router (auto-classify task type), Static Anchors + User-Pin for permanent data, Information Energy-based collapse priority, code-aware AST-boundary compression, white-box transparency, auto-archive, and cross-session state continuity. Like virtual memory extends RAM with disk, this skill extends the context window with persistent files.
【双层上下文快照】专为复杂多步骤项目设计的上下文溢出恢复系统。自动对任务类型进行分类并匹配最优的压缩策略,支持用户使用Pin来锁定关键信息,压缩过程白盒透明。 Two-tier progress persistence system for complex multi-step projects. Implements a 5-stage Context Engineering pipeline (Identify, Classify, Compress, Retrieve, Persist) to extend AI effective memory beyond the context window. Features Smart Strategy Router (auto-classify task type), Static Anchors + User-Pin for permanent data, Information Energy-based collapse priority, code-aware AST-boundary compression, white-box transparency, auto-archive, and cross-session state continuity. Like virtual memory extends RAM with disk, this skill extends the context window with persistent files.