An empirical investigation into token economics, localized AST transformation, and autonomous multi-agent developer workflows across modern IDEs.
- 81% Token Overhead Reduction: Decoupling mechanical DOM parsing from reasoning models eliminates context window exhaustion.
- 4x Execution Velocity: Modular sub-agent architectures accelerate site auditing from minutes down to seconds.
- Deterministic Code Remediation: Parsing abstract syntax trees prevents generative hallucinations and syntax breakages in production pull requests.