Earlier quoted context omitted.
How do you distill when OpenAI and Anthropic inevitably move to tasks running in the cloud? IE. Go buy this extremely hard to get concert ticket for me. Distilling might only be effective in the chat bot dominant era. We are about to move to an agents era. Furthermore, I’m guessing distilling will get harder and harder. Claude Code leak shows some primitive anti distilling methods already. There’s research showing th…
even ignoring distillation, so long as hardware or ml get better over time, training a new model from scratch is cheaper the later you do it
OpenAI closes funding round at an $852B valuation
521–529 of 529 posts
Re: OpenAI closes funding round at an $852B valuation
#522Earlier quoted context omitted.
How did Uber somewhat break even? They lost $34b before making a profit. Uber was only on a path to monopoly in the US, not world wide. It’s lost to local competitors in most countries. And it can get disrupted by self driving cars soon. OpenAI’s SOTA LLM training smells like a natural monopoly or duopoly to me. The cost to train the smartest models keep increasing. Most competitors will bow out as they do not have t…
> How did Uber somewhat break even? They lost $34b before making a profit. It took them ~14 years to lose that $34 billion. Some projections suggest that OpenAI has lost a third of that in a single quarter. Even the most optimistic projections indicate that they're losing that much every 2-3 years. There's talk that they might lose ~$150B before profitability. These are just numbers on a page to regular people, but $…
Re: OpenAI closes funding round at an $852B valuation
#523Earlier quoted context omitted.
I think you lack imagination. This is going to be the future because it is legitimately a step up from the previous ways of doing things. I can do things that were way more difficult before. It doesn't have to be AI all the way - no one's asking AI to book things on its own and make the payments on their own. What does work is, make AI do the research and you verify and you do the payment. Human in the loop. To me th…
Maybe there's a scenario where that is useful. But again, I don't know why I'd want an AI to do this research for me. I hop on Skyscanner. I type my location, and where I'd like to go. It presents me with a list of options, and I can then use the filters to find times that work best for me. I see a flight that isn't in my time frame, but is actually like 400 euros cheaper. And I decide in that moment that waking up a…
In 20 years, we may not be writing UIs for apps anymore. We may just be writing tools for AI agents to consume.
Re: OpenAI closes funding round at an $852B valuation
#524Earlier quoted context omitted.
even ignoring distillation, so long as hardware or ml get better over time, training a new model from scratch is cheaper the later you do it
If hardware gets better over time, they also get better for OpenAI.
Re: OpenAI closes funding round at an $852B valuation
#525Re: OpenAI closes funding round at an $852B valuation
#526This announcement completes the betrayal of their founding principles. "Our goal is to advance digital intelligence in the way that is most likely to benefit humanity as a whole, unconstrained by a need to generate financial return." - Not advancing digital intelligence - While locking people into a superapp - Because they are further constrained to generating financial returns
That was before they knew AI needed a bunch of money.
Re: OpenAI closes funding round at an $852B valuation
#527Earlier quoted context omitted.
"It's not X, it's Y." A linguistic presentation commonly referred to as constrastive negation .
Humans may use commas here, but LLMs always use a full stop, always.
Re: OpenAI closes funding round at an $852B valuation
#528$2b/month which is $24b/year. Not as much as I expected considering they were at $20b by end of 2025.[0] They only added $4b since? Anthropic had $19b by end of February 2026 and they added $6b in February alone.[1] This means if they added another $6b in March, they're higher than OpenAI already. However, I heard that OpenAI and Anthropic report revenue in a different way. OpenAI takes 20% of revenue from Azure sale…
Also, those $122b raised are not cash-in-hand.
For example, NVIDIA commits to $30b, but OpenAI must build 5gw inference+training capacity using NVIDIA's Ruby Vera systems. NVIDIA's Huang has said[1] that in 1gw of compute, around $35b are NVIDIA hardware. So that $30b investment from NVIDIA goes back to NVIDIA as $175b in revenue. (Besides, NVIDIA gets non-voting shares in OpenAI.)
Deals like these are one of the few ways OpenAI can sustain growing in capacity, but it comes at a huge premium. That's one of the reasons they need the IPO, to get access to cheaper money.
[0]https://finance.yahoo.com/news/openai-is-the-2025-yahoo-fina...
[1]https://www.cnbc.com/2025/09/22/nvidia-openai-data-center.ht...
Re: OpenAI closes funding round at an $852B valuation
#529> Within a year of launching ChatGPT, we reached $1B in revenue. By the end of 2024 we were generating $1B per quarter. We are now generating $2B in revenue per month. They raised $122B. 122 / 12*2 = 5 years to get your money back (I simplify, I know revenue profit) They are so big that almost no one can afford to acquire them. It is similar as someone would like to acquire MSFT or AAPL. WCGW?
Revenue $1.00
COGS (inference) (0.67)
Microsoft (0.20)
Gross margin $0.13
That $0.13 must cover "everything else": R&D, payroll, etc., and ideally leave some profit on the table.
The problem for OpenAI (and other pure AI companies) is that inference is not like software that sells at marginal cost (build once, sell everywhere), but each token costs money. Inference gets cheaper, but newer models require more computing power and consume more tokens. So the gross margin does not improve over time.
Break-even in the future won't come from just growing API usage and subscriber base.