You didn’t ask for it however you get it however: Some random ideas on numerous points of Synthetic Intelligence. Spoiler: No actionable insights (I feel).
Gemini 3.0. vs. Nvidia
Google Gemini 3.0 appears to be a extremely good mannequin. I’m presently utilizing it with my prompts and it appears a little bit bit higher however not that a lot. NotebookLM appears to have improved so much.
Nonetheless, in keeping with numerous sources, the mannequin was educated and runs solely on Google TPU chips. The Nvidia Bulls maintain saying that Nvidia has such a big benefit together with their software program, that these ultrafat margins will persist for a few years as there is no such thing as a different. I’m not so certain about this.
That is the EBIT margin growth of NVIDIA since 2002:

The 5 trillion Greenback query right here clearly is: What’s a sustainable revenue margin for Nvidia offered that they’re in some unspecified time in the future in time one in every of a number of opponents within the area ?
XAI/Grok/Elon
One other AI story that went round is the apparent “particular coaching” that XAi’s mannequin Grok has appear to have undergone with the end result that Elon Musk was pictured as essentially the most superior human on Earth in each side and dimension.
Whereas humorous in itself it clearly reveals the potential for manipulation inside these fashions. The Elon/Grok instance was straightforward to identify, however there is likely to be far more refined methods to do that.
Within the age of damaged worldwide relationships, one may marvel whether it is actually a good suggestion to depend on American or Chinese language fashions that may quickly run loads of our financial system or if, from a European stand level, it might be REALLY REALLY vital to get our personal fashions.
To me this episode is one other proof that though Elon Musk has achieved loads of nice issues, his title may be very counterproductive for any mass client product. Which individual or firm who is just not actually an Elon fan needs to make use of Grok and even have an Elon robotic in his home ? For pumping his inventory, he solely must persuade a couple of folks. Nonetheless for producing a mass market product, that’s a lot more durable.
Accounting Shenanigans & Information Facilities as Infrastructure
A lot has been written about round offers, off steadiness sheet funding, depreciation schedules of CGUs and so forth. One factor is obvious: With out “monetary alchemy”, even for the Huge Money machines like Meta, Microsoft and Co. this quantity of Capex is tough to abdomen.
One other side of that is the huge reputation of AI Datacenters as “Infrastructure” investments. Usually, infrastructure is outlined as one thing very sturdy that needs to be used (i.e. a port, toll street and so forth.).
With AI information facilities, in my view, sturdiness have to be challenged. Greater than 50% of information middle Capex lately is computing {hardware}. Even when we assume 6 years of “helpful life”, that is clearly not even near infrastructure.
So as to add to those points, Information Facilities are sometimes constructed with “off grid” energy crops which might be largely financed by Infrastructure funds, too. If these information facilities get into bother, the identical bother hits these off grid energy crops, too. When Information Canter Capex is reported, the related energy sources are by no means included. So the cumulative publicity of the Infrastructure investing business to information facilities is even increased.
What I additionally discover fascinating is that within the Dwarkesh Podcast with Satya Nadella, Nadella mentioned that principally that you must change the whole lot else (i.e. cooling and so forth.) too if you wish to improve to a brand new technology of CGU chips.
Apparently, the CEO of one of the revered Infrastructure Traders, I Squared mentioned publicly that he “politely declines” as a result of amongst others, he worries that every one these commitments from OpenAI &Co won’t be enforceable.
Begin-up valuations
Public markets are clearly very costly, nevertheless, valuation in Begin-up land are completely insane in relation to AI.
Mira Murati, the” in the future CEO” of OpenAI, is rumored to boost at a 50 billion valuation after elevating 2 bn USD at a ten bn valuation in it’s preliminary seed funding spherical simply 4 months in the past.
That is extraordinarily exceptional in two methods: First, they appear to spend their cash actually quick, and secondly, a 50 bn valuation after solely 4 months is so much. The product of the corporate appears to be focused to AI researchers. However I’m wondering, how they wish to monetize this person base to an extent that justifies this valuation.
Nonetheless, in VC land, this doesn’t appear to matter. No valuation is just too excessive if somebody from OpenAi is concerned.
AI Monetization & Impacts on Society
At present’s valuations, particularly from the frontier labs like OpenAI and Anthropic, can’t be justified by assuming that customers are shopping for 20 {Dollars}/month subscriptions. Though US corporations are famously good at monetizing their companies, a retail subscription mannequin like Netflix will get you to possibly a 400 bn valuation if you’re worthwhile.
The present valuation of OpenAI & Co nevertheless appears to imagine quite sooner than later that their “brokers” will absolutely change many workers in corporations.
If an organization truly would use an OpenAI agent as a substitute of an worker, OpenAI’s pricing energy could be important as a result of it might most probably be not really easy to vary the agent (they’ll be sure of that).
On the finish of the day, the pricing energy could be as much as the complete wage (together with social safety and so forth) if the agent would carry out at the very least in addition to one human or possibly higher.
After all, to make it engaging for corporations, these brokers could be cheaper at first, however over time, particularly American corporations are excellent at squeezing out the worth from its clients (as we noticed with Google/Meta and E-Commerce).
If I had been a high supervisor from an enormous firm, I’d actually ask myself how dependent I wish to make myself from these AI corporations (and/or Microsoft, Google and so forth). You may avoid wasting cash within the quick run, however pay dearly in the long term. It’s simpler to fireside and rent folks than AI Brokers.
This nevertheless assumes that these brokers could be able to absolutely changing people throughout many capabilities and areas. The present hype indiscates that this is likely to be the case in only some months time. Sam Altman famously predicted AGI by 2025.
One open query clearly is: What occurs to society if all of a sudden lots of people get unemployed ? The Tech Bros would reply that these folks could be free to do one thing that they even like higher and is nice for society, however I do see a danger that this may not go so easily, particularly as the massive US Tech corporations are excellent in not paying their fair proportion of taxes.
Nonetheless, if we discovered one thing from Elon Musk, it’s that the revolutionary factor appears to all the time take 10 years or extra longer than folks beforehand thought.
AI Insurance coverage exclusions
Based on the FT, massive World Insurers are scrambling to exclude AI associated claims from their company insurance policies. That is fairly fascinating in my view because it clearly places some restraints on corporations utilizing brokers as a substitute of people. A mistake of a human virtually all the time insured, a mistake by an AI Agent possibly not.
There have already got been incidences with important losses for corporations, in order that’s clearly an fascinating growth to watch.
The cautiously optimistic state of affairs
So the most probably state of affairs is that AI may nicely be not so disruptive however quite like Andrej Karpathy talked about, long run transformative.
That is what I’d name the cautiously optimistic state of affairs which nevertheless implies that a few of these AI gamers will run into main points within the subsequent 18-24 months. Subsequently, a few of these proud “Infrastructure Information Heart” house owners will learn how enforceable these trillion greenback contracts with OpenAi and Anthropic actually are.
Hopefully society has a while to digest this influence higher than the “AGI subsequent yr” state of affairs.
One fascinating milestone shall be if OpenAI manages to do an IPO. This might be actually a mega occasion. I additionally consider that Sam Altman has the potential to create a cult across the inventory, much like his frenemy Elon Musk with Tesla.
Nonetheless, I do consider that the date of the IPO shall be already after the height of the present “AI craze”, as soon as they see that non-public capital won’t be there to proceed to fund their money burn.
In any case, the following 18-24 months shall be fairly fascinating to see how this performs out.