cupcake horse!!! 𓎟𓎟𓎟𓎟𓎟୨୧𓎟𓎟𓎢𓎟𓎟 #mlp #pinkiepie #pony

#pony #mlp

obligatory "your ship in a photobooth" art . . . #twijack #mlp #twilightsparkle #applejack #scitwi #eqg

The treaty was a complete success...with some "special" conditions~🔥📜 . . #mlp #nsfw #mlpfim

Nothing to see here, just AJ filling your mouth with hot piss ❤️ #clop #mlp #applejack #goon #gooner #goonfuel #goonette #horsed #mylittlepony #pissing #AIイラスト好きさんと繋がりたい #pee #piss #watersports #furryaiartist

Rarity! #mlp

That's one interesting book! #mlp #mylittlepony #equestriagirls

Enserio Pinkie dijo eso? 🦄💔 #mlp #mylittlepony

Guy crashing tweaking tweaks out losing tic tac toe continuously with pinke pie my little pony mlp reaction video meme

trying MLP style for the first time

how do u larp MLP I feel like anyone born between 2000-2015 lowkey grew up on that shit 😭😭😭😭😭😭

blep :p #MLP #mylittlepony #mlpart

Discouragement 🌧️ #MLP

their relationship is going to the next evil level #twistar #mlp

A lot of mechanistic interpretability techniques rely on working with the residual stream in some way. I wrote a short post unpacking one important property: additivity. The key idea is that once an attention head or MLP neuron computes its output, it writes into the residual stream by addition. Using simple block matrix multiplication, you can decompose the stream into additive contributions from individual attention heads, MLP neurons, and bias terms. This makes the residual stream a natural object for circuit analysis. Every component leaves a traceable, additive footprint. Full derivation in the post below. adityaiyer7.github.io/blogs/… #MechanisticInterpretability #AIInterpretability #AIAlignment #TransformerCircuits #Transformers