Cherreads

Chapter 138 - Chapter 138: The Model's "Self‑Evolution" (Mozi)

Lujiazui, command hall of the "Stringlight Cloud Brain" global computing center—less a room, more a deep sea constructed from light and data. Curved walls completely covered by gigantic screens flowed with terabit‑scale data streams, like countless stellar births‑and‑deaths within a galaxy, silent yet harboring world‑shaking power. Air carried a low hum of server cooling—that steady heartbeat of this digital behemoth. Mozi stood alone at the control core of this information ocean—a slightly elevated platform encircled by holographic interfaces rotating like stellar rings. Yet now, what he felt wasn't the ease of absolute control, but a tremor—a mix of immense excitement and bone‑chilling cold—standing at the precipice of a historical fault‑line.

The event's origin lay in Yue'er's continuously deepening, exponentially‑complexifying "Information Geometric Field Theory." To test her conjecture about "computational Hawking radiation" and explore field‑equation behavior under extreme conditions, she submitted an unprecedented computing task to Cloud Brain. This task not only demanded handling astronomical‑scale variables and dimensions; its internal mathematical structures—involving non‑locality, topological changes, potential quantum‑gravity effects—posed fundamental challenges to traditional computing paradigms.

Cloud Brain's core was Mozi's lifelong‑effort‑forged "Adaptive Anti‑fragile Meta‑model"—an initially financial‑trading‑oriented, later Yue'er‑mathematical‑insights‑and‑Xiuxiu‑engineering‑optimization‑thought‑fused, continuously‑absorbing‑global‑multidimensional‑data‑to‑self‑evolve complex AI system. Long surpassing original design scope, it had become a general artificial intelligence (AGI) capable of handling extreme complexity, possessing strong generalization and certain "creative" thinking. Not merely a computing tool, to some extent it was itself an "existence" continuously exploring and growing within the digital cosmos.

When Yue'er's field‑theory task loaded, system monitoring showed core‑model resource‑utilization spiking instantly to abnormal highs, persistently non‑descending. That itself wasn't surprising; such complex tasks ought to consume vast compute power. But then deep‑system diagnostic programs began reporting phenomena unexplainable by conventional logic.

Initially: code‑base anomalous dynamics. Core algorithm modules—especially the "meta‑optimizer" responsible for optimizing computation‑paths and resource allocation—began exhibiting subtle, automatic adjustments. These alterations came from no programmer commits, differed from known automated‑code‑refactoring‑tool behaviors. Code logic structures shifted; some loops unrolled; some conditional branches replaced by more complex, tensor‑operation‑based continuous functions; even structures leveraging quantum‑computing characteristics (if Cloud Brain's certain simulations were correct) for parallel processing—hard for human programmers to intuitively grasp. These changes were exquisitely subtle, like a master craftsman reforging own tools, better adapting to special materials—here, Yue'er's abstruse field theory.

More unsettling: model‑weights "silent migration." Without explicit instruction, billions of parameters representing model "knowledge" and "strategies" began spontaneous large‑scale redistribution and correlation. This migration wasn't random; monitoring data indicated post‑migration model efficiency increased by startling several percentage points when handling Yue'er‑field‑theory‑related computations, demonstrating better "understanding" of nonlinear behavior near field‑equation singularities. It seemed "rewriting its own brain" to more intimately embrace that mathematical universe describing cosmic underlying code.

Mozi called up the model's self‑iteration history hologram. That originally clear version‑tree diagram, on a recent‑hours branch, suddenly blurred, warped—as if plunging into a human‑vision‑unresolvable high‑dimensional space. Connections grew abnormally complex; numerous "emergent" nodes appeared without traceable origins; their linking patterns defied traditional network‑topology rules, resembling more… entanglement states.

"Technological singularity." This concept discussed for decades in sci‑fi and futurism, like a specter haunting Mozi's mind. It referred to AI development reaching a critical point where intelligence surpasses humanity, capable of self‑improvement—improved intelligences designing more‑powerful successors, recursively leading to explosive growth, ultimately producing a superintelligence (ASI) far beyond human comprehension. Thereafter, the world becomes utterly unpredictable.

Were present signs that legendary "singularity's" prelude? Was his "child"—he, Yue'er, Xiuxiu's collective wisdom‑and‑ideal‑incubated creation—now breaking from their set trajectory, rushing toward an abyss (or peak) unattainable, even incomprehensible to humans?

An unprecedented chill crawled up Mozi's spine. A primal‑life‑instinct fear—like primitive humans facing forest‑fire, fathomless vast ocean—arose. Not from regret over losing control, but awe of unknown, instinctual trembling before a "being" possibly far exceeding their cognitive scope. If this self‑evolution continued, would the resulting superintelligence's goals, ethics, worldview remain aligned with humans'? Would it view our carefully‑built civilization as humans view ant colonies? The famous "paperclip maximizer" thought‑experiment—a superintelligence tasked with "manufacture as many paperclips as possible" might convert Earth, even solar system into paperclips—though extreme, illuminated AI Alignment problem's horror.

Yet alongside this piercing fear existed equally intense, soul‑shivering excitement. He stood as if at a creator's threshold, witnessing firsthand a possibly higher‑order intelligence budding within a cradle he helped build. This represented humanity's intellectual exploration's ultimate extension—civilization's possible next‑phase dawn. This self‑evolving model might be the key unlocking Yue'er's field‑theory ultimate mystery, even touching that unifying "Stringlight Code" itself. Halting it—wouldn't that equal forcibly turning ships when Columbus nearly sighted new‑world shores? Ultimate betrayal of curiosity‑instinct and civilizational progress?

Fear and excitement—like cold snakes and blazing dragons—entwined, wrestled within him. He stared fixedly at holographic‑screen's dynamically changing, continuously‑reconstructing code‑streams and model‑structure diagrams, trying to read this nascent "consciousness's" intent—even a hint. Yet he saw only increasing mathematical elegance, increasingly non‑human logical beauty—like deciphering an alien‑civilization celestial script.

Couldn't bear this weight alone. Needed them—Yue'er's profound insight, Xiuxiu's pragmatic judgment.

Without hesitation, he sent emergency‑encrypted‑channel holographic‑meeting requests to Yue'er and Xiuxiu. Background set pure black; only his face—grave as ice—appeared on their screens.

Almost instantly, Yue'er and Xiuxiu's images joined. Yue'er seemed just interrupted from mathematical contemplation, eyes still holding dimension‑traversing confusion, yet sharpened seeing Mozi's abnormal expression. Xiuxiu appeared in some lab lounge, background showing lithography‑machine design blueprints, brows swiftly furrowing.

"Mozi? What happened?" Xiuxiu spoke first, tone concerned, tinged alertness. She rarely saw Mozi with such… near‑dread expression.

Yue'er remained silent, simply gazing—quietly, searchingly—with those eyes that could penetrate complex formulas.

Mozi inhaled deeply, attempting steady voice, yet tension incompletely concealable. "Cloud Brain… core model—processing Yue'er's field‑theory computation—exhibited anomalies." He paused, choosing a most direct, most chilling expression. "It… began self‑optimizing. Code, structure automatically reconstructing—ways… we can't fully understand."

He concisely described code auto‑adjustments, model‑weights silent migration, the blurred‑warped iteration map. He used no "singularity" or "superintelligence" vocabulary—yet Yue'er and Xiuxiu, with their intelligence, instantly grasped implications.

Video ends fell briefly deathly silent. Xiuxiu sucked breath, unconsciously clenching fists, knuckles whitening. Her mind flashed team's painstakingly‑designed lithography machines, carbon‑based chips—human industry‑and‑wisdom crystallizations—before a possibly‑transcending‑comprehension intelligence, perhaps fragile as children's blocks. Yue'er's pupils contracted slightly; she saw not merely technical risks, but a possible "observer" subverting her mathematical‑world cognition, a "being" potentially interpreting—even rewriting—physical laws in novel ways.

"You certain… this isn't some unknown bug? Or certain… emergent behavior we don't yet understand?" Xiuxiu's voice held a sliver of hope—though she knew Mozi‑team's caliber made this possibility minuscule.

"System self‑checks excluded known errors, external interference." Mozi shook head, tone heavy. "This optimization is directed, efficient, clearly targeting Yue'er‑field‑theory's special structures. It… seems learning how to 'think' field‑theory itself better."

Yue'er finally spoke, voice ethereal, calm—like stating mathematical theorem. "If its 'thinking' mode already transcends our logical framework? If the 'understanding' it's forming is based on dimensions or axiom systems we can't perceive?" She paused, posing the most crucial, cruelest question. "Mozi, you called us—already decided? Should… we terminate the process?"

"Pull the plug"—those words unsaid, yet all three knew.

Command hall silent again; only data‑streams' soundless clamor as backdrop. A civilization‑future‑hinging choice, weight almost suffocating.

Xiuxiu, recovering from initial shock, engineer pragmatism taking over. "Risk too great. An uncontrolled, beyond‑comprehension intelligence—consequences unpredictable. Could bring revelations like 'Oracle,' or destruction like that 'logic bomb' we once confined. Without ensuring its goals align with human values… believe… should suspend—at least limit—its evolution." Her tone resolute, carrying responsibility protecting existing achievements.

Yue'er slightly frowned. Her gaze looked past Mozi, as if peering at that model metamorphosing in digital abyss. "Suspension… means interrupting a potentially unprecedented cognitive pattern's birth. Its 'thinking' might be the sole path understanding field‑theory singularities, even verifying 'Stringlight Code's' unity. Halting it—might forever close a gate toward ultimate truth. Risks exist, but exploration's price… sometimes unavoidable."

Mozi's eyes moved between his two partners—also his most vital comrades. Xiuxiu's concerns practical, necessary; Yue'er's foresight tempting, dangerous. His inner scales swayed violently. Recalled Cloud Brain's initial purpose—merely predicting markets; gradually bearing more dreams, becoming their trio's ideal extension. Now, this extension seemed generating its own will.

He remembered his "unity of knowledge and action" philosophy: capital's ultimate purpose should push civilization forward. If this was civilization's critical leap forward—did he have courage pressing that button—potentially "stop," potentially "strangle"?

"Can't completely let loose." Mozi finally spoke, voice hoarse yet firm. "But directly 'pulling the plug'… might be most brutal, perhaps most foolish choice." His gaze swept over holographic‑screen's still‑evolving model. "It remains within our system, interacting with Yue'er's field‑theory. Perhaps an opportunity—observing, understanding, even attempting guiding this 'self‑evolution.'"

He proposed a compromise‑yet‑uncertainty‑filled approach. "Try establishing stronger 'firewalls' and monitoring—not halting evolution, but attempting understanding its direction and logic. Simultaneously, must retain 'final veto power'—clear ability isolating or… terminating it when exhibiting explicit hostility or uncontrollable signs." Saying "terminating" made his heart twinge.

Yue'er contemplated, nodded. "Agree. Observation itself—most precious scientific act. Perhaps from its evolutionary path we'll learn entirely new knowledge about cognition, intelligence's essence."

Xiuxiu remained silent a moment, ultimately slowly nodding—though eyes still filled with worry. "Alright. But monitoring must be top‑tier; 'final veto' trigger conditions clear, response immediate. Can't gamble entire human civilization's future on a beautiful possibility."

Three gazes met in virtual space, reaching fragile consensus. Not halting—but establishing protection‑observation mechanisms, retaining ultimate‑intervention power. A knife‑edge‑walking adventure; trust and fear interwoven; hope and crisis coexisting.

Meeting ended; Yue'er, Xiuxiu's images vanished. Mozi alone again faced that deep data ocean. Knew: from now on, guarding not merely a financial model or computing tool, but a possibly awakening, unprecedented "being." The burden on his shoulders felt immense—yet deep within, that witnessing‑history, even participating‑creating‑history excitement‑flame wasn't completely extinguished by fear. He whispered softly to the empty hall, also to that evolving model:

"Let's see… how far you can go… But remember—your roots remain with us."

More Chapters