Memory Routing vs
Vector Search
Why naive embeddings fail for code, and why standard graph databases lack the AST-level comprehension required for safe autonomous modification.
The Graph + Vector Illusion
Many platforms attempt to solve the context problem by simply duct-taping a vector database to a standard graph database (like Neo4j). This fails because generic knowledge graphs do not understand code semantics—they only know that "File A points to File B". AjaxSpeaks' Agentic Memory Routing is purpose-built to parse the Abstract Syntax Tree (AST), ensuring it understands exactly how and where code intersects.
Vector + Standard Graph
- Generic node relationships
- Operates at the file-level only
- No concept of scope or inheritance
- High rate of hallucinated dependencies
AjaxSpeaks AMR
- AST-aware semantic parsing
- Operates at the function/class-level
- Understands inheritance & scope
- Guarantees deterministic code context
