#encapsulationinpython search results
Text or Pixels? It Takes Half — On the Token Efficiency of Visual Text Inputs in Multimodal LLMs (🎉 Accepted to EMNLP 2025 Findings!) 🤔We ask a simple question: If we render long text as a single image and feed it to an off-the-shelf multimodal LLM, can we cut decoder tokens…
What is the definition of beauty, and how people say something is beautiful is still subjective, what might be beautiful to one person might look normal to someone else. Google Gemini Flash 2.5 Nano banana. { "description": "High-end editorial studio portrait of an elegant…
Too many test combinations? 🧪 This guide shows how to use pypict-claude-skill #claudeskill to reduce tests-cases to pairwise test cases using AI ✅ All with full pairwise coverage. Link: github.com/omkamal/pypict… #QA #Testing #ClaudeAI #pypict
if i'm understanding this correctly, you can use a pure text encoder model to find text that lets you reconstruct an image from the text encoding. basically, the latent space of a text model is expressive enough to serve as a compilation target for images
Este prompt convierte cualquier imagen en datos de estilo JSON reutilizables para que puedas replicarla perfectamente (úsalo con Gemini Nano Banana).
import random as r import time as t import hashlib as h from typing import List as L, Dict as D def obfuscated_init(seed: int) -> D: state = {} state['seed'] = seed state['counter'] = 0 state['hash'] = h.sha256(str(seed).encode()).hexdigest() return state
![ovomeli's tweet image. import random as r
import time as t
import hashlib as h
from typing import List as L, Dict as D
def obfuscated_init(seed: int) -> D:
state = {}
state['seed'] = seed
state['counter'] = 0
state['hash'] = h.sha256(str(seed).encode()).hexdigest()
return state](https://pbs.twimg.com/media/G3_Qxf1W0AEor7a.jpg)
Depix Pixelization is a very popular method of hiding part of an image by reducing its resolution (for example, some text or a person's face). This #python tool allows you to depixelate text images github.com/beurtschipper/… Creator @spibblez
Remove the Image Background using 2 lines of Python code Source code and other details in the Thread 🧵👇
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