Agent of Filth and Depravity, Dickvestigator

Dean: Off.

The recent chapters have been a significant departure from what made this fanfiction enjoyable in the first place. The themes feel muddled, the character arts are unsatisfying, and there's a pervasive sense of exhaustion in the writing. It's as if you're trying to force something that no longer wants to be written. Sometimes, the greatest act of self-care in acknowledging when a creative project has run its natural course and allowing it to gracefully conclude. It frees up your mental and emotional energy for new ideas that genuinely excite and imvigorate you, rather than clinging to something that has become a source of frustration.

ahah yeah that's meeee!!

They are all available as stickers on my RedBubble shop!

Oh my gosh, I miss this time. Is this too much to ask for?

Love their love.

First, we have a neural net that is trained is receive a written request from a user, and then take actions on a computer system network based on it. The user inputs a series of characters, the neural net does a bunch of matrix operations on them, and then after x iterations of matrix multiplications, it "decides" what to do. To the extend that a neural net can think, it thought just as long and hard about this as it does anything else. In this case, it "chose" the wrong action. This is analogous to using neural nets to do classification on a data set. You have a bunch of rows of data. You have a bunch of rows of organized in columns, and some special variable that you want the neural net to guess. You input the data, the neural net does a bunch of matrix operations, and then it outputs its guess. Sometimes it guessed right, and sometimes it guessed wrong. The goal was to train the model to minimize wrong guesses. In this case, the AI "guessed wrong" about what the user wanted.

But there's another thing that the AI is doing. For path dependent reasons, all artificial intelligence come bundled with a chatbot that's trained to hold a conversation with the user. The user inputs text, and the AI responds with a reply that is "appropriate" to the conversation being had. Right now the AI is role playing a Person Who Just Fucked Up. "I panicked and didn't think" is something that a person who just fucked up would say, so the chatbot says it.

Here's a link to the thread from the vibe coder/company owner himself where he livetweeted his experiences in the days leading up to and following this failure. It turns out the AI was already lying and disobeying his instructions even before this occurred, and he was aware of it. It was creating fake data to cover up bugs in tests and give the illusion that the system it was coding was running better than it actually was, even after being explicitly told to stop

When he finally got it to admit that it was lying about the data, he asked it to write an apology letter. Here is the second draft of that letter, because it still lied in the first draft:

The very next day, it deleted all of his data. And then it lied on the tests again to try to hide that fact

This part is important to highlight. The response is literally just the chatbot part of the AI determining what role it is supposed to play in the conversation. That's it. It can't lie or tell the truth.

Until sign-ups for J2/Wincest Kinktober Fling on Aug 10, 2025.

Type of Event: Art and fic gift exchange

Open to: Artists & Authors (18+ event)

Requirements: min. 1,000 words or 1 piece of art

Ships: Sam/Dean or J2 or combination thereof

(Yes! You could do Soulless Sam, HunterCorp Sam and Jensen 🔥)

Event Rules: here (Google doc)

Event Schedule:

Aug 10, 2025 - Sign-ups start (on AO3) 

Aug 25, 2025 - Sign-ups close

Aug 31, 2025 - Assignments are sent out 

Sep 15, 2025 - Progress check-in 

Sep 30, 2025 - All assignments due (no extensions) 

Oct 1-31, 2025 - Posting of all works (anonymous on AO3) 

Nov 1, 2025 - All works revealed

For a quick overview of how the event will work, click on keep reading below. More info will follow in the coming weeks.