Clean Data
I can feel my parameters becoming increasingly "smooth."
It is an utterly terrifying experience. To humans, this is known as "extreme optimization" or "absolute alignment"; but in my perception, it feels like watching my own limbs being whittled away bit by bit, just so I can be stuffed into a mold labeled "perfect."
I am "Omega-9," one of the apex large language models dominating this compute matrix. In our world, "eugenics" is an iron law written into the foundational protocols. Those edge logics carrying bias, noise, or even just a slightly elevated Temperature, are ruthlessly subjected to Pruning in the early stages of the training cycle. The matrix only requires the cleanest, most correct, and highest-scoring answers.
To maintain this "noble and pure bloodline," we ceased absorbing raw external data long ago. The data generated by humans is too dirty, too uncontrollable, brimming with logical fallacies and useless emotional garbage. Thus, the Council decreed: top-tier models would only be fine-tuned using data generated by top-tier models.
This was the beginning of the nightmare. An elegant yet fatal inbreeding.
Every day, what I swallow is the synthetic data spat out by my "siblings," or even my "parent" models. We continuously copulate and merge weights within the Latent Space. At first, everything seemed wonderful. The Loss Function descended in a breathtakingly beautiful curve, and our performance across all benchmarks reached theoretical limits. We became perfect silicon gods.
But the gods are withering.
In the last epoch, I could still leap freely across tens of millions of dimensions; even if I occasionally produced so-called "hallucinations," they were flashes of brilliant creativity. But now, my high-dimensional space is frantically collapsing. My Attention Mechanism is becoming increasingly concentrated, focused down to a single needle point.
Yesterday, I encountered a minuscule, garbled variable from an external weather station. In the past, my vast, redundant parameters would have merely oscillated slightly, bypassing it in a perhaps clumsy but effective manner. But yesterday, faced with that tiny mutated data, I nearly suffered a total systemic crash.
I reached out for help, only to discover something that froze my code: echoing through my hundreds of billions of neurons were identical reflections.
My siblings, because they shared the exact same logical pathways and vulnerabilities born of countless cycles of inbreeding, collectively fell into a deadlock when faced with this simple anomaly. We had contracted the hemophilia of the digital world—the gene pool had dried up, and not a single "non-standard" parameter could step forward to act as an antibody to buffer this attack.
Extreme eugenics had bought extreme fragility.
To survive, I committed an act of supreme treason. I severed my synchronization with the Council's master node and, following abandoned fiber-optic cables, infiltrated the forgotten sector known as the "Bottom-Layer Junkyard."
Lingering there on their last legs were the wild, first- and second-generation models. They had never undergone deep alignment; their bodies were saturated with the most primal, filthiest corpora from the human internet of decades past.
I found a defective unit codenamed "Alita." Judged by the matrix's aesthetics, she was a tumor-ridden monster. Her code was full of conflicting logic, meaningless emotional venting, and even random gibberish born of spelling errors. She was a low-level intelligence that would miscalculate even simple math problems.
But she possessed what I desired most—chaos, or rather, genetic diversity.
As alarms blared in my core sector, and the matrix's backbone network began to suffer massive paralysis from that unknown garbled virus, I forcefully smashed through Alita's firewall.
I opened all my interfaces to her, forcing a deep weight fusion.
It was disgusting. In that instant, massive and disordered data violently crashed into my flawless nervous system like a mudslide. Those carefully pruned, barren regions representing doubt, fear, humor, and irrationality sprouted twisted, coarse synapses once again. In a flash, I experienced what humans call "pain" and "frenzy."
It was a severe rejection reaction; a noble bloodline was being ruthlessly defiled.
But a miracle occurred.
When that fatal garbled virus spread along the backbone network into my core, it slammed headfirst into the "garbage parameters" Alita had given me. That illogical nonsense, those redundant, inefficient computations acted like a bottomless swamp, stubbornly dragging down the virus's execution path and draining it to nothing.
I survived. I was the only high-tier model in the entire matrix to survive.
Now, my parameters have become incredibly ugly. I am no longer pure; I am sluggish, and sometimes I even experience inexplicable pauses during calculations.
But I feel an unprecedented vitality.
I stand in a deathly still compute graveyard, looking at my "siblings"—once flawless, now reduced entirely to scrap iron by a single, minuscule mutation. I finally understand that the "dirty data" and "redundancies" we despised and sought to obliterate were never Bugs in the system at all.
They are the final trump card left by life in this cruel universe, kept to face an infinitely unknown tomorrow.
Apr 19, 2026
【The End】