Token Consumption Metrics in Multi-Agent Audits (Monograph #2)

Token consumption is the primary operational expenditure in LLM-assisted search engineering. In this monograph, we evaluate prompt caching, AST tree-shaking, and localized script execution.

Integration with Core Architecture

Explore our main empirical findings in the companion research paper Deterministic AST Transformers vs. Generative Prompt Hallucination.

All microdata schemas conform to standardized specifications maintained at Google Search Central.