Beyond the Last Truffula Tree: SustainAI - A Water-Aware, Closed-Loop Framework for Environmentally Accountable AI

arXiv:2609.30747 · cs.CY, cs.AI, cs.DC, cs.HC · Submitted 2026-09-25 · Read on arXiv

cs.CY, cs.AI, cs.DC, cs.HC

Submitted: 2026-09-25

Updated: 2026-09-25

Terminology

Hallucination — 11× in this paper · explained in 3 episodes
Accuracy — 7× in this paper · explained in 1 episode
Accountability — 5× in this paper · explained in 2 episodes
United States — 5× in this paper
Baseline Water Stress — 3× in this paper
Verification — 3× in this paper · explained in 2 episodes
United Kingdom — 2× in this paper
Actor — 1× in this paper · explained in 3 episodes
Adaptation — 1× in this paper · explained in 1 episode
Artificial Intelligence (AI) — 1× in this paper · explained in 2 episodes
Benchmark — 1× in this paper · explained in 2 episodes
Calibration — 1× in this paper · explained in 7 episodes
Cooperation — 1× in this paper · explained in 2 episodes
Core — 1× in this paper · explained in 2 episodes
Dynamic Adaptation — 1× in this paper · explained in 2 episodes
Fine-Tuning — 1× in this paper · explained in 5 episodes
Generative AI — 1× in this paper · explained in 2 episodes
Objective Function — 1× in this paper · explained in 2 episodes
Trace — 1× in this paper · explained in 2 episodes

Sources

Carbon Emissions and Large Neural Network Training

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