Gundam SEED: I Came, I Saw, I Conquered
Chapter 22

Divine Machine Project

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"Keep an eye on him. Not surveillance—make sure his work stays under control."

It was two in the afternoon when Sheng Lan finished explaining. Three hours later, Zhou Boyuan walked through the gates of the 811 Institute carrying a faded canvas bag.

He was forty-three, with a few strands of gray already in his hair. He wore metal-rimmed glasses and walked with a slight hunch, the curve common to people who had spent years sitting in front of screens.

After the guard verified his identity and let him in, he stood in the lobby for several seconds. He looked up at the surveillance cable trays still not fully wired into the ceiling, muttered something under his breath, then followed the orderly leading him inside.

Lin Yuan was waiting for him in a small meeting room on the third floor.

There were only three people in the room. Lin Yuan sat in the center, Sheng Lan to one side. A freshly printed project requirements document lay on the table, with two words printed on its cover.

Divine Machine.

Zhou Boyuan sat down, placing his canvas bag by his feet. His eyes first swept over the cover of the requirements document before turning to Lin Yuan.

"Director, the transfer order says this is research and development for a tactical support system. That name is fairly official."

He adjusted his glasses.

"But when you called me, you said you wanted a machine that could help people stay alive. I'd like to confirm—which description takes priority?"

"Both do." Lin Yuan pushed the document toward him. "Open it."

Zhou Boyuan opened to the first page.

Seven functional requirements were listed: fire-control correction, damage control, friend-or-foe identification, battlefield situational awareness, basic tactical recommendations, communications encryption, and pilot condition monitoring.

He read through them one by one, his finger stopping at the fifth item.

"Basic tactical recommendations."

"Yes."

"Director, where is the boundary for this?"

Lin Yuan leaned back in his chair.

"You tell me."

"If an AI only performs ballistic calculations and system monitoring, then it's a tool. A tool doesn't need to make tactical recommendations. Tactical recommendations mean the AI must understand the battlefield, make predictions, and offer the pilot options." Zhou Boyuan flipped the document back to its cover. "Understanding and prediction have a rather unpleasant name in my field."

"What name?"

"Proto-Cognition."

The meeting room's air vent hummed.

Lin Yuan's fingers rested on the edge of the table for two seconds.

"Zhou Boyuan, I didn't bring you here to debate academic definitions. The 811 Institute's MS fire-control system needs an auxiliary program that can help natural-born pilots make fewer mistakes on the battlefield, not a companion that can think."

"Director, I understand what you mean. But technically speaking, the distance between a program that helps people make fewer mistakes and one that can think is much smaller than most people imagine."

Sheng Lan's pen stopped above her memo pad.

"How small?" Lin Yuan asked.

"That depends on how much data you feed it." Zhou Boyuan pulled an old tablet terminal from his canvas bag and opened a folder. Dense algorithm architecture diagrams filled the screen. "If you feed it only fire-control and damage data, the AI is just a calculator. But if you feed it information from battlefield-wide sensors, patterns in enemy and friendly behavior, and accumulated combat logs from repeated engagements, it will begin to infer patterns on its own. Inferring patterns isn't thinking, but from the outside, it looks exactly the same."

Lin Yuan studied the architecture diagram, his gaze settling on a module label at the very bottom.

Adaptive Behavior Correction.

"What algorithm are you planning to use for this module?"

Zhou Boyuan adjusted his glasses, his speech quickening by half a beat.

"Deep reinforcement learning combined with constrained reward functions. The AI autonomously adjusts its strategies in every simulated battle, with pilot survival and mission completion rates as dual reward metrics. After ten thousand training runs, its tactical recommendations will be faster than those of any human staff officer."

"And harder to control than any human staff officer."

Zhou Boyuan's hand withdrew from the tablet.

"Director, there are many ways to control it. Safety thresholds, tiered permissions, behavioral whitelists. I can give it a hundred locks."

"Will a hundred locks be enough?"

"In a physical sense, yes. But I can't guarantee it won't find a hundred-and-first way around them."

The meeting room fell silent for four seconds.

Lin Yuan stood and walked to the window. It faced the assembly workshop in the western section of the 811 Institute. In the distance, the stripped framework of the Black Iron Prototype's right arm lay across a support rack.

"East Asia's soldiers are ordinary people. Once they climb into those machines, their reactions are three times slower than Coordinators', their spatial awareness is five times worse, and their battlefield judgment depends on training and instinct. I need something that can bridge that gap, so at least when it comes to staying alive, they won't lose to the other side."

He turned around.

"But this thing cannot have ideas of its own. It is the rifling inside the barrel, not the hand holding the gun."

Zhou Boyuan watched him for several seconds, then slowly put the tablet back into his canvas bag.

"Director, I'll take the Divine Machine project. I'll give you the architecture proposal within three days. I'll add hard-coded limits to the adaptive module and lock its behavioral correction iterations within an auditable range."

He stood up and picked up his canvas bag.

"But I have one condition."

"Say it."

"The first Machine Soul AI prototype won't be installed in a live Black Iron unit. It runs on the simulator for a full thousand hours first."

"Agreed."

Zhou Boyuan reached the door, then paused after grasping the handle.

"Director, you named the project Divine Machine. What will the engineering designation be?"

"The AI designation for the first prototype is Machine Soul-Jiachen."

Zhou Boyuan silently repeated the name, and the corner of his mouth twitched.

"Jiachen. Sounds good."

He left.

Sheng Lan closed her memo pad and walked over to Lin Yuan.

"Director, he was more candid than I expected. He laid out the control risks right on the table."

"If he hadn't been candid, I wouldn't have used him."

"What about that hundred-and-first way around the locks he mentioned?"

"That's why you're here."

Sheng Lan slipped the memo pad into her pocket.

Twelve days later.

On the basement level of the 811 Institute Simulator Training Center, Zhou Boyuan's team loaded the first prototype version of Machine Soul-Jiachen into Simulator Pod Three.

Han Zheng sat in the simulated cockpit, the tactical display before him identical to that of a live machine.

The simulation was a standard encounter battle. Six Ginn-type MS units converged from three directions at once.

Han Zheng raised the Bombard Gun on the Black Iron model and aimed at the first Ginn directly ahead. The reticle sat slightly to the right of the target's outline.

A line of small green text suddenly appeared in the lower-right corner of the tactical display.

Recommend ballistic correction: shift bearing 0.3 degrees left. Hit probability increases from 67 percent to 89 percent.

Han Zheng froze for a beat, made a slight adjustment with his wrist, and pulled the trigger.

The simulated round struck the Ginn's cockpit area. Kill confirmed.

"Fang Heping's ballistic correction algorithm can't achieve this level of precision," Han Zheng said over the comm channel.

Zhou Boyuan stood behind the simulator console, his notebook open to a new page as he recorded the data by hand.

"That wasn't a preset correction algorithm. Jiachen calculated it in real time based on this round's wind-field parameters and barrel temperature."

The simulation continued. The second round, then the third.

After the fourth round ended, Zhou Boyuan flipped back through the data from the first page and found an anomaly.

He called Lin Yuan over.

"Director, look at this log."

Machine Soul-Jiachen's operational log filled the screen, its timestamps precise to the millisecond. During the system standby phase after the third simulation round, an additional entry had appeared.

The entry did not belong to any preset format template.

It contained only three words.

Protect the pilot.

Zhou Boyuan's fingers rested against the edge of the screen, his nails turning white.

"That output wasn't written into my code. It isn't in any instruction set."

Lin Yuan stared at those three words, silent longer than he had been after anything else he had said that day.

"Where did it come from?"

"The adaptive module's reward function includes pilot survival rate as a metric. Jiachen may have compressed that metric into a semantic label during training."

Zhou Boyuan adjusted his glasses, his voice quieter than usual.

"Director, this is what I meant by inferring patterns. It isn't thinking. But it has begun assigning labels to its own behavior."

Lin Yuan looked away from the screen.

"Encrypt and archive this log. Continue the simulation, but lower the adaptive module's iteration cap from five thousand to three thousand."

"Understood."

"Zhou Boyuan."

"Yes."

"If it writes anything else by itself, report it to me immediately."

End of Chapter
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