TWTBACD Ch.21 - The Food That Fed Itself

Chapter 21

The Food That Fed Itself

2034–2035

2034-35: AGI reshapes food, Iowa earns a citation

[HAYES FAMILY — Iowa — The Regeneration]

The Hayes farm received a citation from the USDA's Regenerative Agriculture Programme in the spring of 2034. The farm had been entered by Claire, who submitted the data quietly without telling her father until the citation arrived.

Dale read the citation at the kitchen table. Travis, sixteen, was eating. Susan was at the window looking at the north forty, which in April had the quality of an intention about to be fulfilled — the cover crop green over dark soil, the first corn emergence three weeks away.

"It says 'a model for sustainable transition in Midwestern grain farming,'" Dale read aloud.

"I know what it says," Susan said, still at the window. "I helped Claire write the supporting documentation."

Dale looked at his wife. He had known, for thirty years, that she was the smarter of them. This was simply further evidence. "Thank you," he said.

"Don't thank me. Thank the north forty."

The AGI farming consortium — a newly formed body that GIA-1 had been partially designed to participate in — had approached the Hayes operation about becoming part of a national soil restoration dataset. Travis had handled the initial correspondence because Dale found the emails incomprehensible. Travis had found them entirely comprehensible. He was sixteen and had grown up with AI systems the way Dale had grown up with tractors.

"They want to use our soil data to improve the models," Travis told his father.

"What do we get?"

"Access to ten years of regional weather prediction at field-scale resolution."

Dale thought about it. "That's worth more than anything they could pay us."

"I know," Travis said. "That's why I've already agreed in principle. Do you want to review the terms?"

Dale looked at his son. The boy was sixteen. He had already agreed in principle. He was already negotiating terms. He was, Dale understood, more ready than Dale had been at forty. "Yes," Dale said. "Let's review the terms."

[CHEN FAMILY — Shanghai and Singapore]

Yanmei's work in Singapore on cultural diversity frameworks for AI training had produced its first major output: a methodology for evaluating whether a large language model had systematic cultural bias in its reasoning patterns, not just in its outputs but in how it weighed evidence.

The methodology was adopted by two of the three major Chinese AI labs within a year. It was also adopted, after translation and modification, by the European AI standards body that Pieter van den Berg's bank was advising. It was not adopted by the leading American labs, who had internal frameworks they believed were sufficient.

Yanmei published a paper arguing that the American frameworks were measuring the wrong thing. It generated significant attention and some significant hostility. She was thirty in 2034 and had her mother's precision and her father's stubbornness and her own quality that was neither parent: the willingness to be correct and wrong at the same time, to hold a position as a working hypothesis rather than a territory to defend.

She called home on Bolin's birthday — he was seventeen in 2034, beginning to think about university.

"What do you want to study?" she asked.

"Restaurant management."

Silence.

"The restaurant."

"Jiejie, I love the restaurant. I know you think—"

"I think it's the right choice," she said.

"You do?"

"Someone has to carry it. And it should be someone who loves it. That's always been you."

After she hung up, Bolin went to the kitchen and told his father. Wei stood very still for a moment. Then he sat down and cried for the third time in Bolin's memory. He did not attribute this to any kitchen ingredient.