Background
The AI Knowledge Base parses and chunks source files (like TreeStore.mjs) by methods and properties. While the class-level documentation provided excellent context about the "Projection Architecture" and "Structural Layer", isolated method chunks (like expand() or collapse()) often lacked this semantic weight. This "Implied Context" anti-pattern leads to poor discoverability during vector searches.
Solution: Anchor & Echo Strategy
To balance human readability with AI discoverability, we are applying the "Anchor & Echo" strategy to TreeStore.mjs:
- The Anchor: The class-level docblock and major overrides (
splice, filter) establish high-value architectural vocabulary (e.g., "Structural Layer", "Projection Layer").
- The Echo: Smaller fields and helper methods deliberately reuse this specific vocabulary instead of generic terms.
Changes Implemented
- Private Maps (
#allRecordsMap, #childrenMap): Now explicitly defined as the foundation and hierarchy of the Structural Layer.
collapse() & expand(): Clarified that they mathematically move nodes between the Structural Layer and the Projection Layer.- Collection Helpers (
collectAllDescendants, collectVisibleDescendants): Updated to state they traverse the Structural Layer to build the Projection Layer or perform deep cleanup.
updateSiblingStats(): Anchored its purpose to operations within the Structural Layer.
These targeted JSDoc enhancements ensure that every chunk of TreeStore.mjs carries sufficient semantic weight for accurate and context-aware retrieval from the ChromaDB knowledge base.
Background
The AI Knowledge Base parses and chunks source files (like
TreeStore.mjs) by methods and properties. While the class-level documentation provided excellent context about the "Projection Architecture" and "Structural Layer", isolated method chunks (likeexpand()orcollapse()) often lacked this semantic weight. This "Implied Context" anti-pattern leads to poor discoverability during vector searches.Solution: Anchor & Echo Strategy
To balance human readability with AI discoverability, we are applying the "Anchor & Echo" strategy to
TreeStore.mjs:splice,filter) establish high-value architectural vocabulary (e.g., "Structural Layer", "Projection Layer").Changes Implemented
#allRecordsMap,#childrenMap): Now explicitly defined as the foundation and hierarchy of the Structural Layer.collapse()&expand(): Clarified that they mathematically move nodes between the Structural Layer and the Projection Layer.collectAllDescendants,collectVisibleDescendants): Updated to state they traverse the Structural Layer to build the Projection Layer or perform deep cleanup.updateSiblingStats(): Anchored its purpose to operations within the Structural Layer.These targeted JSDoc enhancements ensure that every chunk of
TreeStore.mjscarries sufficient semantic weight for accurate and context-aware retrieval from the ChromaDB knowledge base.