1 - 20 of 54 Bookmarks by RAV23
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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:
- 285,808
- Chapters:
- 11/23
- Comments:
- 828
- Kudos:
- 1,036
- Bookmarks:
- 226
- Hits:
- 31,558
Bookmarked by RAV23
11 Sep 2025
Bookmarker's Notes
As for now? S tier. Absolutely, without a doubt. Exactly what i have been looking for.
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Summary
He hears the sound before the pain lingering on his cheek. Albus thinks he can taste iron in his mouth.
Albus looks back at his—Potter, this man is not his father. Potter's eyes have darkened and almost glow. His lips sneered down at him. And his hand is still in the air.
Or
Albus Potter holds a lot of anger at the world more specifically at his father. But when he accidentally time-travels to the year 1995 and meets his fifteen-year-old father everything he once knew changes. For once in his life he doesn't recognize his father. His father is quicker to anger than Albus has ever seen. But it's obvious to Albus that there's more to just anger, something darker.
Also, what's the deal with that Sirius Black guy?
Series
- Part 1 of i'm not a violent dog
Bookmarked by RAV23
02 Jul 2025
Bookmarker's Notes
Albus makes me quite angry but that's good. The story seems promising. I hope for some proper character development. Let Harry punch his future son.
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Summary
He watches himself in the mirror and sees Ciel staring back.
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The Feeling of Home by chiiyo86 for RoseWithoutTheSun
Fandoms: Kuroshitsuji | Black Butler
22 Aug 2019
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Summary
After coming back from Germany, Finny helps his young master take a bath after a nightmare.
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Summary
The unraveling was all the more painful once she utters his name.
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Summary
Francis Midford has sent a letter to the phantomhive estate, requesting to speak with, of all people, the butler.
There are questions which have remained unanswered for three years, lingering in the back of her mind, but she knows that asking her nephew directly would not end well. So, for their relationship's sake, as well as the young earls stability, she plans to go through an indirect, more neutral, individual. However, Sebastian ends up not being so keen on providing the answers that she's looking for either.
And he has a question of his own.
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Summary
From his first day in the manor to the night he and the other servants fled it to fight alongside their true master, Bard’s life had seen one dramatic change after another. Through it all, there had been one very notable constant: Ciel Phantomhive did not lose at board games.
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The Wrong Stop by lonibal
Fandoms: Harry Potter - J. K. Rowling, Harry Potter and the Cursed Child - Thorne & Rowling
08 Jun 2025
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Summary
After a rough night, Head Auror Harry Potter is unceremoniously dumped on the grave of his younger self.
Surrounded by the faces of his dead loved ones, and needing to take his kids to school in the morning, he makes some questionable decisions.
Thanks to Arkadia24 for the prompt!
Series
- Part 2 of dbts
- Part 2 of The Wrong Universe
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Summary
Ron glanced up at Harry, looking as knackered as he did.
Three little words. How hard can it be?
Unfortunately, what tumbled out of his big, stupid mouth instead was, “I like you.” It was as if the words had slipped out without his permission, tripping over his tongue and falling flat into the thick, awkward silence that followed.
Or, after the first task, Ron’s attempt to apologise went completely sideways—he accidentally blurted out that he fancied Harry instead.
Series
- Part 1 of Lionhearted
- Language:
- English
- Words:
- 80,320
- Chapters:
- 18/18
- Comments:
- 261
- Kudos:
- 1,027
- Bookmarks:
- 189
- Hits:
- 29,488
Bookmarked by RAV23
02 Jun 2025
Bookmarker's Notes
A/B - tier. Maybe there is some hope for this ship.
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Summary
Tom Riddle is a frightening coil of darkness, cruelty, and greatness, and changing him is Harry’s only hope for saving people he loves. Going back in time, he takes Tom from the orphanage, but his optimism shatters with every year they spend together.
Tom still longs for darkness. Tom stifles him in his possessiveness. Tom is fixated on him to the point of destroying the world just to keep him.
But Harry loves him. And the future changes.
- Language:
- English
- Words:
- 266,516
- Chapters:
- 10/10
- Collections:
- 81
- Comments:
- 4,505
- Kudos:
- 25,584
- Bookmarks:
- 6,919
- Hits:
- 863,316
Bookmarked by RAV23
27 May 2025
Bookmarker's Notes
This was a very weird experience. I had some expectations, the most basic of them turned out to be correct but everything else was unpredictible. I was ready for Tom, but i really wasnt ready for Harry. Its not sth i would read again cause its very disturbing but its still an S/A - tier. Remarkable.
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Summary
Dash is faced with the unfortunate realization that, sometime between shoving Fenton from one locker into the next, the nerd got hot. Like, distractingly so.
He is, rightly, absolutely incensed.
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Dash dealing with the fact that he wants to tap that dork for 10k.
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- Words:
- 490,573
- Works:
- 2
- Bookmarks:
- 354
Bookmarked by RAV23
20 May 2025
Bookmarker's Notes
A-tier definitely. I like how Harry and Draco interact with each other. I am a bit sad i started reading it since it will be a long wait till it gets finished. Still a good read.
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Summary
An ultimately dark for-want-of-a-nail AU of all of Harry Potter canon, which poses the question: what if Neville Longbottom had been the Boy Who Lived? What things might have changed - and what might not have?
A warning to readers coming on near the start: this series starts gentle and becomes dark. Triggers will of course be tagged accordingly, but don't think it'll stay light and action/adventure-y forever. See also: canon.
- Words:
- 415,336
- Works:
- 5
- Bookmarks:
- 889
Bookmarked by RAV23
08 May 2025
Bookmarker's Notes
A/B - tier, but more A i think. I think its a bit unrealistic (Harry is very young to be ##) and there are some continuity mistakes but generally its well written and i am very interested in boys future relationship. I hope it will be finished.
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Summary
Maybe it was because he was a little drunk, but none of the Weasleys were quite right. He couldn't understand why though because he knew one of them was his. His only logical response was to do what he always did in a crisis and call upon Hermione's expertise. She'd help. She always helped.
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Summary
Harry is currently living with the Weasley family, using Percy’s old room. He is surprised when Percy comes home drunk and crawls into bed with him. Percy is a funny drunk, which adds to the unexpected situation.
Now, Harry and Percy have to navigate the aftermath of their encounter, while Ron offers support in the typical, slightly annoying way brothers do.
💚🍃💚
“Harry, why are you in my bed?” Percy asked, his words slurred.
“Percy, you’re drunk. I’ve been using this room for months. You’ve visited the Burrow several times, so you should know that by now.”
“How uncouth of me. I apologize, but I am indeed rather drunk.”
“We’ve established that,” Harry said. He relaxed, moving away from the wall where he had been pressed, and now he found himself lying in a bed next to a drunken Weasley.
Could the night get any stranger?
“You have pretty eyes,” Percy said, pressing his face closer to Harry's, their noses nearly touching.
Apparently, the night could get stranger.Series
- Part 5 of Weasley Ships
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Summary
Draco Malfoy might not be a killer, but it turns out he's an effective painkiller. If stopping pain was all Draco's touch did, things might not be so complicated, but either way Harry can't afford to be choosy.
- Language:
- English
- Words:
- 123,754
- Chapters:
- 10/10
- Comments:
- 2,728
- Kudos:
- 10,399
- Bookmarks:
- 3,029
- Hits:
- 245,008
Bookmarked by RAV23
15 Apr 2025
Bookmarker's Notes
A/S-tier. Very well written, i have no complains. An interesting take on "forced proximity". The lenght is perfect, the action is neither too slow or too fast.
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- Words:
- 339,728
- Works:
- 3
- Bookmarks:
- 157
Bookmarked by RAV23
06 Apr 2025
Bookmarker's Notes
A/B - tier, after Lockhart did what he did the story became less interesting. Some things are left unfinished and the epilogue is rather dissapointing. Despite all that i enjoyed it.
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Summary
In 1991, Harry Potter begins his time at Stonewall High, unaware that he is anything more than a boy prone to freakish accidents.
When he turns fourteen, he will receive a letter that will change his life. He will learn he is Harry Potter, and be invited into a world where belonging is his birthright. Until then, he stumbles on, two steps forward and one step back, out of the cupboard and into the life he was never meant to have.
[Series Update May 2022: Grey Space + sections I (Hermione), II (Ron), III (Draco), and IV (Ginny) of Glasslight now complete.]
Series
- Part 1 of Grey Space / Glasslight
- Language:
- English
- Words:
- 60,437
- Chapters:
- 7/7
- Collections:
- 5
- Comments:
- 355
- Kudos:
- 3,382
- Bookmarks:
- 1,052
- Hits:
- 89,253
Bookmarked by RAV23
26 Mar 2025
Bookmarker's Notes
Loved it. S-tier i think. I would gladly read more about Harry in Hogwarts. Maybe i will check out the sequels, though i am not one for other perspective than Harry's. Still its an amazing work.
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Summary
“Dudley’s daughter is magic.” He said, astonished by the very words. “She’s a witch.”
Petunia looked insulted. “She’s a Dursley!”Series
- Part 1 of there is time to kill today
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Summary
When Harry finds an injured Snape on his doorstep and must hide him from the Dursleys, he has no idea that this very, very bad day will be the start of something good.
Harry and Snape are thrown together by annoying relatives, a series of strange dreams, and Voldemort's latest hunt for Harry, but their greatest challenge may well be surviving each other. This will be a long summer unless the two can find a way to work together. A slow-burn enemy-to-mentor story.
Alternate 6th summer (and part of the school year): post-OotP; ignores HBP and DH. No slash, no romance. NOW COMPLETE!
- Language:
- English
- Words:
- 373,223
- Chapters:
- 61/61
- Collections:
- 37
- Comments:
- 2,836
- Kudos:
- 15,096
- Bookmarks:
- 5,232
- Hits:
- 658,291
Bookmarked by RAV23
24 Mar 2025
Bookmarker's Notes
A/S-tier, i am not sure i have read this years ago.