Beyond Access

To accommodate valid disagreement between AI and human experts, a "Max-Recall" strategy is implemented, prioritizing the recall of weakness arguments, which correlates strongly with human preference.

Based on current research, "Beyond" frequently refers to several distinct, forward-looking frameworks across technology, sustainability, and evaluation. This paper synthesizes three primary interpretations of "Beyond" in 2026: , Beyond Value Chain Mitigation (BVCM, climate action) , and Beyond GDP (economic metrics) . 1. Beyond Rating: A New Paradigm for AI Evaluation

("Beyond Value Chain Mitigation") The socioeconomic arguments ("Beyond GDP")? Beyond

Proposed alternatives emphasize sustainable development, ecological resilience, species preservation, and human wellbeing over simple output maximization.

Whether in AI, corporate sustainability, or economics, "Beyond" signifies a move away from simplistic, quantitative metrics toward holistic, qualitative, and long-term assessment. To accommodate valid disagreement between AI and human

Aligning AI critique focus with human experts is critical for future research to develop reliable automated scoring, moving beyond simple accuracy metrics.

The singular focus on short-term economic growth drives environmental devastation, which threatens future wellbeing. BVCM helps businesses manage climate-related risks

BVCM helps businesses manage climate-related risks, meet sustainability goals, and enhance brand reputation by contributing to global, rather than just local, decarbonization. 3. Beyond GDP: Measuring True Prosperity