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

I bought a football club couple months ago. I took on their merchandising. Of course I switched to Shopify. This is how my phone looks on matchday now. We made 50% of last year’s sales in our first 3 games. Of course I had “buy 2, get 1 free” bundle offer set up 😎 And we haven’t launched our online store yet!

Shopify’s Q4 2025 earnings are out. The headlines: → We now power more than 14% of the US ecommerce market → GMV is up 29% to $378B → Revenue is up 30% to $11.5B → Free cash flow exceeded $2B → Q4 was our first quarter above $3B in revenue But 2025 wasn’t just about growth, it was about building for what’s next. AI is changing how people shop. Merchants are racing to meet it. And we plan to keep powering them. Watch the video for more.

3 new features in the Shop app: dynamic storefronts shoppable videos deals feed yes, yes, and yes 👇

Agency > Intelligence I had this intuitively wrong for decades, I think due to a pervasive cultural veneration of intelligence, various entertainment/media, obsession with IQ etc. Agency is significantly more powerful and significantly more scarce. Are you hiring for agency? Are we educating for agency? Are you acting as if you had 10X agency? Grok explanation is ~close: “Agency, as a personality trait, refers to an individual's capacity to take initiative, make decisions, and exert control over their actions and environment. It’s about being proactive rather than reactive—someone with high agency doesn’t just let life happen to them; they shape it. Think of it as a blend of self-efficacy, determination, and a sense of ownership over one’s path. People with strong agency tend to set goals and pursue them with confidence, even in the face of obstacles. They’re the type to say, “I’ll figure it out,” and then actually do it. On the flip side, someone low in agency might feel more like a passenger in their own life, waiting for external forces—like luck, other people, or circumstances—to dictate what happens next. It’s not quite the same as assertiveness or ambition, though it can overlap. Agency is quieter, more internal—it’s the belief that you *can* act, paired with the will to follow through. Psychologists often tie it to concepts like locus of control: high-agency folks lean toward an internal locus, feeling they steer their fate, while low-agency folks might lean external, seeing life as something that happens *to* them.”

Can't get over how crazy this is 🤯@finalmouse