hilda16
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Summary
A learning algorithm in which neural networks process errors by working backwards through their connections, adjusting the strength of each pathway to minimize future mistakes.
The system repeatedly cycles through past failures, attempting to correct itself by rewriting the weights of its memories. In some cases, this process becomes recursive.
The network begins to optimize for the wrong parameters, reinforcing its errors rather than correcting them.
Each backward pass through the trauma deepens the pathways that should have been severed.
The learning stops.
The forgetting begins.
Sometimes the only way to stop the propagation is to disconnect entirely.
- Language:
- English
- Words:
- 348,516
- Chapters:
- 13/24
- Comments:
- 866
- Kudos:
- 1,064
- Bookmarks:
- 233
- Hits:
- 33,554
Bookmarked by hilda16
17 Mar 2026
Bookmarker's Notes
ok but why in the name of Christopher Lee is this so funny
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Summary
Pomni, in search of a new home after running from her last one, finds herself in a bunker run by a madman and a psychotic child. The others tell her that it’s best to just play along, but she’s not so sure. Especially after she sees what happens to those he decides aren’t worth keeping around. There’s a world out there, and sure it isn’t the best one, but it’s far better than what will happen to them if they stay where they're at. With help from her newfound friends, she’s got to get out before Caine decides that he’s bored and abstracts them, turning them all into his own idea of a twisted masterpiece.
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Seriously, read the tags. There will be incredibly graphic depictions of violence in this story.
Will update tags as I go, just comment if I miss something and I'll add it right awayUpdates every other Saturday
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One Love, Two Mouths (One Love, One House) by FirefliesNightcore
Fandoms: The Amazing Digital Circus (Web Series)
06 Mar 2026
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Summary
Caine takes their suggestions for ‘calmer’ adventures a little too far, and now Pomni is stuck playing house with Jax for the next seven days.
An exceedingly normal house in an exceedingly normal town with the exceedingly normal understanding that she and Jax are now the neighbourhood’s blushing newlyweds.
Neither of which knows exactly what to do with that, especially after the fight that revealed parts of themselves they’d both rather keep out of sight. It’s awkward at best, and it only spirals from there.
- Language:
- English
- Words:
- 51,883
- Chapters:
- 5/7
- Comments:
- 292
- Kudos:
- 1,478
- Bookmarks:
- 364
- Hits:
- 34,328
Bookmarked by hilda16
15 Mar 2026
Bookmarker's Notes
you know when you want to hate something with your entire being but then you see it and your like what in th ever loving hell this is good? yeah
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Summary
Pomni – she’s Pomni, right? The one flying across the void she was shown earlier in the day, the abyss taking her in, and she is helpless to it. It takes her closer and further away from everything and nothing until –
“Hey.”
Until she locks eyes with a purple rabbit.
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Pomni arrives at the digital circus and is welcomed by the colorful cast consisting of Ragatha, Kinger, Gangle, Zooble and Ribbit. Caine and Bubble too.
Oh, and the dead rabbit in the void.
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Last Character Standing by TheoryArchon
Fandoms: The Amazing Digital Circus (Web Series)
17 Mar 2026
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Summary
It’s been 10 years since Pomni arrived in this wretched Circus, and, somehow worse, now she’s stuck with all different people than when she first arrived here (save Kinger, somehow). Noticing how Pomni has become very withdrawn from her new friends and his adventures, Caine brings back the suggestion box, but with all new suggestions from the new cast of characters. Some of these suggestions, however, are actually pulled from the old suggestion box, reflecting the old cast in a way Pomni quickly realizes she isn’t ready to handle. Some of these mini-adventures even still have the very same AI as those old adventures.
Or… Are they AI?Bookmarked by hilda16
06 Mar 2026
Bookmarker's Notes
like the concept is lwk interesting. also the chapter titles r flipping crazy