.

[Bruno Fernandes @B_Fernandes8]

how can I assist you? ☕

[TC @totalcristiano]

Bruno Fernandes, legendary. 👑

[Manchester United @ManUtd]

BRUNO FERNANDES. RECORD-BREAKER.

[Bruno Fernandes @B_Fernandes8]

Gr𝟴teful, Hon𝟮𝟬red, Proud. 𝗪𝗘 did it! ❤️

[Premier League @premierleague]

Among the greats. ✨

Bruno Fernandes goes level with Thierry Henry and Kevin De Bruyne for the most assists in a Premier League season.

[Bambulu @Bqmbulu]

As a man, the only relationship you should be scared of losing is your relationship with God. He is the only one who can't fail you. Every other person can.

[. @Nderuu]

@chesscom Lol

[BURKOV @burkov]

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

[. @Nderuu]

@OfficialFPL Senesi assist robbed

[. @Nderuu]

@husseinkhamala @Oketch_Salah Em dashes zimejaa kila mahali

[. @Nderuu]

@VictorNyakund10 @wamweaaa @iamkosgei Nvidia returned 39% last year. Look at google etc. 18% is market average in a multi asset class

[. @Nderuu]

@HermanWaita When you purposely spread misinformation on the internet 🤣

[. @Nderuu]

@_Mulingwa Yes and stay in hostels not bnb. Utakaa huko hata mwezi ukitaka

[. @Nderuu]

@NdemoKelvin Huku kunakaa fluent apartment seapoint 😂😂

[. @Nderuu]

@kype_computers Acha nijipange basi 😂

[. @Nderuu]

@kype_computers @kype_computers

[. @Nderuu]

@kype_computers Can I trade in with M1 air + cash🫣

[. @Nderuu]

@_amos_kyalo Chair plug?

[. @Nderuu]

@WEGNERJOASH @StanleyMasinde_ Okay thats true..

[. @Nderuu]

@WEGNERJOASH @StanleyMasinde_ Wdym phones are used to show social status