Pennsylvania Governor Josh Shapiro signed a new regulation framework for data centers on August 18, 2026, to address environmental concerns and speculative projects. ^[1] Security teams and researchers currently choose knowledge-graph extraction tooling for threat reports based on published triple-F1 scores, but these scores depend on how predicted triples are matched to gold annotations. ^[2] Companies must guarantee they have their own on-site energy generation capacity or demand response capability to cover peak energy consumption. ^[3] Data center operators must pay all costs related to their projects, including distribution, transmission, and substation creation, to prevent energy rate increases for citizens. ^[4] Operators must subscribe to an Environmental Consent Order (COA) with the Pennsylvania Department of Environmental Protection, which imposes economic and environmental obligations. ^[5] An LLM judge reached 86% agreement with multi-reviewer adjudication on the same calibration set, significantly outperforming mechanical matchers. ^[6] On GRID's external 378-item calibration set, no mechanical matcher (lexical, embedding, or entailment) agreed with multi-reviewer adjudication above 71%. ^[7] One fixed prediction set spanned an F1 score range from 0.16 to 0.70 depending on the matching protocol used, highlighting the volatility of reported performance metrics. ^[8]