koersliven

Automatically discover modules and partition knowledge into modular structure

Create and manage L0 prescriptive design specs before writing code

Compile knowledge increments into project snapshot with conflict detection

Auto-scan project structure and sync L1 knowledge layer with codebase

Compress knowledge window by merging, deduping, and summarizing buffer entries

Manage L2 constraint layer - knowledge stabilization, protection, and indexing

Flush knowledge buffer into versioned increment files with source tracing

Validate knowledge health by cross-checking against code and detecting stale/contradicted entries