Once a doctor re-invented integration by trapezoidal rule because she did not learn it in school.
She received 75 citations for her novel work.
She even named it after herself. lol.
@carlosvillu Todo muy bonito, “darle control total a todos los sistemas a un agente”. Después te encuentras con los de ciberseguridad y las políticas de los servicios Cloud, y el agente no puede hacer nada.
“Dime que no sabes de software sin decirlo”
LLMs process text from left to right — each token can only look back at what came before it, never forward. This means that when you write a long prompt with context at the beginning and a question at the end, the model answers the question having "seen" the context, but the context tokens were generated without any awareness of what question was coming. This asymmetry is a basic structural property of how these models work.
The paper asks what happens if you just send the prompt twice in a row, so that every part of the input gets a second pass where it can attend to every other part. The answer is that accuracy goes up across seven different benchmarks and seven different models (from the Gemini, ChatGPT, Claude, and DeepSeek series of LLMs), with no increase in the length of the model's output and no meaningful increase in response time — because processing the input is done in parallel by the hardware anyway.
There are no new losses to compute, no finetuning, no clever prompt engineering beyond the repetition itself.
The gap between this technique and doing nothing is sometimes small, sometimes large (one model went from 21% to 97% on a task involving finding a name in a list). If you are thinking about how to get better results from these models without paying for longer outputs or slower responses, that's a fairly concrete and low-effort finding.
Read with AI tutor: https://t.co/MipHHO6rjX
Get the PDF: https://t.co/XQrqiaGwIO
The amount of crap I get for putting out a hobby project for free is quite something.
People treat this like a multi-million dollar business. Security researchers demanding a bounty.
Heck, I can barely buy a Mac Mini from the Sponsors.
It's supposed to inspire people. And I'm glad it does.
And yes, most non-techies should not install this.
It's not finished, I know about the sharp edges.
Heck, it's not even 3 months old.
And despite rumors otherwise, I sometimes sleep.
@Docarlosalvarez@petrogustavo Independiente de si es falsa la información. Interesante como nadie habla del tope mínimo para salarios integrales, y asumen directamente que les pagaban el mínimo a los internistas. 🤷🏻♀️🤦🏽♀️
Nobel de Física 2025. Efecto túnel mecánico cuántico macroscópico, Francis Villatoro.
#YouTube en La Fábrica de la Ciencia @jonsulve1170
https://t.co/2Oix1G2c1R
Problemón: las alucinaciones de los chatbots IA comienzan a ser replicadas como información "verificada".
Caballero escribió esta nota usando IA, inventó un físico llamado Roberto Ronda. Ahora cuando le preguntás a ChatGPT sobre Ronda, cita la nota como fuente. 🤷♂️
Una compra con tarjeta, el dinero sale de mi cuenta, les falla el datáfono del comercio y termino pagando dos veces por el producto. https://t.co/lmd8QCfKSh no se hace responsable. Básicamente me robaron, en la 🫥. Será que me ayudan reportando el comercio por fraude? 🫠