So, re: LLMs and the "jury is out on energy usage", I just want to point out a couple of historical things.
When studies came out linking smoking to increased risk of cancer, the Tobacco industry paid for and produced studies that said "nuh uh".
When Obesity and heart disease rates increased in the United States and the problem was linked to sugar intake, the sugar industry produced studies saying it was fats.
Inventing Conflicts of Interest: A History of Tobacco Industry Tactics
Confronted by compelling peer-reviewed scientific evidence of the harms of smoking, the tobacco industry, beginning in the 1950s, used sophisticated public relations approaches to undermine and distort the emerging science. The industry campaign ...