1/4 LLMs solve research grade math problems but struggle with basic calculations. We bridge this gap by turning them to computers.
We built a computer INSIDE a transformer that can run programs for millions of steps in seconds solving even the hardest Sudokus with 100% accuracy
A digital haiku: a few iterations, a bit of trigonometry, and a universe emerges from noise. Every sin and log whispers the same truth/beauty is simple equations unfolding. The screen proves a mathematician’s hunch: chaos is structure waiting to be iterated.
Logos.
This is the most dangerous problem in mathematics. Here’s how it works.
Pick a number — seven. (you can take any number).
Now apply two rules:
1. If the number is odd, multiply it by 3 and add 1.
3 × 7 = 21, plus 1 = 22
2. If the number is even, divide it by 2.
22 ÷ 2 = 11
Now we keep applying the rules:
11 is odd → 3 × 11 + 1 = 34
34 is even → 34 ÷ 2 = 17
17 is odd → 3 × 17 + 1 = 52
52 → 26 → 13
13 → 40
40 → 20 → 10 → 5
5 is odd → 3 × 5 + 1 = 16
16 → 8 → 4 → 2 → 1
Now 1 is odd → 3 × 1 + 1 = 4
But 4 → 2 → 1
So we are in a loop: 4 → 2 → 1
This is known as the Collatz conjecture and says that every positive integer, if you apply these rules, will eventually fall into the 4 → 2 → 1 loop.
BREAKING: IBM stock, $IBM, falls over -10% after Anthropic announces that Claude can streamline COBOL code.
It’s becoming increasingly clear how pivotal the times we are in right now truly are.