SITUATION DETECTED: Antares Nuclear’s Mark-0 reactor has achieved initial criticality at Idaho National Laboratory, what the U.S. Department of Energy is calling one of the most significant technological achievements in nuclear energy in over 40 years.
Israeli security forces made a list of thousands of militants who participated in the Oct. 7, 2023, attacks. One by one, they are being tracked down, captured and killed. 🔗 https://t.co/WuMPxh9itC
In January I asked OpenClaw to send 50,000 small invoices to Fortune500 companies every day.
Through experimentation we have found 2% will pay without checking if this is a legitimate invoice. These companies are wasteful — Claw captures that leakage.
$10m ARR as a solo founder in under two months. AI is enabling so many new business models. Thank you!
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
Flight attendant comes over intercom: “your flight is oversold, I need two volunteers to take a flight this afternoon for a $300 voucher.”
I spring into action. I was born for these moments. This is why I studied game theory. Literal tingles. I pull out my megaphone and address our boarding gate: “guys, they absolutely must off board at least two passengers or this bird isn’t taking off. Every 3 minutes they will increase their bid by $200. If we all hold out for 45 more minutes, 2 of us can make nearly 5 grand each. Textbook prisoners dilemma, this is (3,3) in its most visceral representation. I’m not even going to give up my ticket but I know value when I see value. Let’s make Nash proud ladies and gentlemen. Do not acquiesce. Do not defect.”
Anyhow 2 people immediately accepted $500 and I called them retards on my megaphone and was placed in a detention room by airport police. This is why we study game theory.
Just discovered my 19 year old daughter has an OnlyFans account
I was devastated
She clearly must not be registered as a sole proprietor with the the German Trade Office
I sat her down and asked how much she'd made
She said €4,200
I nearly collapsed
That's at least €1,890 in unreported VAT obligations
She started crying but I did the only thing a good father could do
We spent the entire weekend filling out forms together
She's now fully compliant with a business registration and tax ID
Makes €340/month after taxes and social contributions
I've never been more proud of her
Only 19 and already an online entrepreneur
She has a bright future ahead of her