About the Institute

AST Engineering & Code Hygiene Review is an independent computational research collective dedicated to analyzing autonomous AI developer runtimes, deterministic AST transformation, and semantic search intelligence.

Principal Investigator

Marcus Vance (Staff AI DevRel & Deterministic AST Systems Engineer): Focuses on deterministic AST parsing, AST diff generators, and shift-left search hygiene in enterprise CI/CD pipelines.