We released https://t.co/wFf2ap8ERL โ a new Agentic Development Environment by JetBrains.
Claude, Gemini, Codex, and Junie side-by-side with you โ powered by code insight, beautiful UI, and vast development tooling.
But underneath there's a technological iceberg. Let me walk you through it. ๐งต
Thereโs nothing like some Irish activists explaining Iran to Iranians.
Wearing a keffiyeh, demanding โproof,โ armed with the deep geopolitical expertise they acquired on TikTok.
Defending a murderous regime and believing theyโre the moral side of history.
The western anti Zionist movement in a nutshell. This video should be taught at schools.
LLMs process text from left to right โ 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 โ 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
@TheOculusOnline@TabathaSouthey@nationalpost Osama bin Laden was also on TV, that does not give him immunity. I'm the last person to justify actions against civilians but if you work for Hamas you have a target on your back