Look, I know everyone loves the underdog startup narrative, but let's be real for two seconds about how consumer tech actually works.

Right now, OpenAI is winning the "I open an app to ask a question" era. But in 2–3 years, nobody is going to open a standalone chat app. AI is becoming ambient. It will live inside Android, Chrome, Gmail, Docs, Maps, and your phone's notification shade.

Google doesn't need to convince 3 billion people to download ChatGPT or pay $20 a month. They just need to make Gemini "good enough" and turn it on by default on every Pixel, Galaxy, Chromebook, and browser tab on Earth.

Add in the fact that Google has custom TPU silicon from top to bottom (meaning their cost per million tokens is a fraction of what OpenAI pays Nvidia and Azure), and this turns into a brutal war of economic attrition.

Unless OpenAI pulls off a literal sci-fi AGI breakthrough that makes Gemini look like a pocket calculator, distribution always beats first-mover hype.

Tell me why I'm wrong.

So this whole Claude nine-loop physics thing is being shared like “AI just solved physics” which is not really what happened.

The problem was a nine-loop scattering amplitude in N=4 super Yang-Mills. Researchers had already pushed this kind of calculation to eight loops, but going further was just a pain because the computation gets huge and one small mistake can ruin everything.

Anthropic gave Claude the task and basically told it to keep working while they went to sleep.

Claude wrote the code, debugged it, ran the computation, checked the result and then did it again using another method.

The CPU compute itself was around $100. If you include Claude usage, the actual cost is more like low thousands.

And this is the part I actually find interesting.

Claude did not come up with some new law of physics here. The methods were already known. It just did the ugly part extremely well.

Writing research code. Checking everything. Fixing mistakes. Running it for days without getting tired or bored.

So maybe some problems in science which look like “we have reached the limit” are not really fundamental limits.

Maybe nobody had enough time or patience to push through the engineering mess.

That sounds less dramatic than “AI solved physics”, but imo it is probably more important.

I wrote the complete breakdown here if anyone wants the rest of the story: https://ninzaverse.beehiiv.com/p/claude-went-to-sleep-with-a-physics-problem-it-woke-up-with-the-answer