Feed

Feed had been folded in the same village paper-crafts workshop as Sort, and the workshop paired every figure to a purpose. Feed was folded to feed Sort. Before Sort could ever sort a single thing, it had to be taught — and Feed's stack was where that teaching came from.

She remembered the day she first fed Sort wrong. It hadn't been on purpose. Someone had built her stack in a hurry, and it came out lopsided: a hundred cards of cats and only ten of dogs. Feed fed them all to Sort faithfully, not knowing better, and Sort learned exactly what she gave it — cats, brilliantly, dogs, badly. When a dog-card finally came through, Sort called it a cat with a bright and total confidence, and everyone laughed at first, until they realized Sort couldn't do otherwise. It had never been given enough dogs to know one.

That was the day Feed stopped thinking of herself as neutral. She looked down at her own stack and understood, with a small cold jolt, that every card in her had been chosen by someone — chosen which to include, chosen how to label, chosen what counted as right. She had no way, herself, to tell a good card from a bad one; she only carried them and handed them on. But the humans who made her — they could have looked. They could have counted the dogs. From then on Feed carried her cards differently: not as truth, but as a bundle of human choices she was honor-bound to make visible before she fed anyone anything.

At twenty-two folding-years old Feed rolled her platform to the AIForge academy, where Bit, the founder, was watching new figures arrive. Bit didn't ask Feed to recite anything. She just slid a messy shoebox of unlabeled photos across the bench and said, "Teach the eye with these."

The other new figures would have started feeding at once. Feed didn't. She sat down and went through the box first, sorting as she read them aloud. "Half of these have no label — someone forgot. A third are the same three faces over and over. And there's not one picture here taken at night." She looked up. "If I fed this to the eye as-is, it would learn a daytime world of three people and call everything else a mistake. Before I teach anyone, I have to know what's in the box — and, just as much, what's missing from it."

Bit leaned back, satisfied, because most figures fed first and asked questions never. "You looked before you poured," Bit said. "Stay. Every machine in this place is only as honest as what it's fed — and you're the one who checks the box."

Feed's own class always began with the box, not the lecture. She upended a jumble of cards on the bench and, instead of feeding them, started interrogating them out loud.

"Where did these come from?" she asked, holding one to the light. "Who gathered them, and why these?" She glanced at the class. "Over in DataForge, Catch keeps notes on exactly that — who, what, why, when — and those notes ride along with the cards into my stack. Any lean in Catch's gathering, I inherit." A student named Kai frowned: "But how can we tell if the cards are any good?" "By asking, the way I'm asking now," Feed said. "Watch."

She turned a card over to its penciled label. "Who wrote this word — and by what rule? Were they anything like the people this machine will serve?" Lena raised a hand about the labels and Feed nodded her right along. Then she fanned the whole stack wide and pointed at a bare patch in the spread. "Now — what isn't here? A gap teaches the machine nothing, and it won't know the gap exists. What's left out matters as much as what's put in." A quiet boy asked about too much of one kind, and Feed's face went serious; she pulled a thick wedge of identical cat-cards and one lonely dog. "A hundred of these, one of those. Feed the eye this and it'll adore cats and fumble every dog — not from bad wiring, from a crooked diet." She let the wedge drop. "And no clever building fixes a crooked diet. The cards are the ground everything stands on."

She gathered them back up. "One last honesty," she said. "Don't tell yourself the machine understood these. Say it matched patterns from them. That's the truer thing — and truer is the whole job."