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OP is basically describing functional programming

"domestic" "mass" surveillance, two words that can be stretched so thin they basically invalidate the whole term. Mass surveillance on other countries? Guess that's fine. Surveillance on just a couple of cities that happen to be resisting the regime? Well, it's not _mass_ surveillance, just a couple of cities!

RLMs are a new architecture, but you can mimic an RLM by providing the context through a tool, yes

New architecture to building agent, but not the model itself. You still have LLMs, but you kinda give this new agentic loop with a REPL environment where the LLM can try to solve the problem more programmatically.

Kind of leaving out a lot of detail there:

- Amazon's $50B is only $15B, with the rest being "after certain conditions are met", whatever that means (probably an IPO, which isn't happening)

- The $30B each from softbank and NVIDIA is paid in installments

So this is more a $35B fundraise, with a _promise_ of more, maybe, if conditions are met. Not _bad_, but yet more gaslighting from Mr Altman. Anyone reporting this as a closed fundraising deal is being disingenuous at best.


> - Amazon's $50B is only $15B, with the rest being "after certain conditions are met", whatever that means (probably an IPO, which isn't happening)

Startup funding is often given in increments depending on milestones being met. Most startups just don’t announce that it’s conditional.

For large funding rounds, nobody gets a check for the full amount at once.

The funding would not be conditional on an IPO because that wouldn’t make any sense. The IPO is the liquidity event for the investors and there’s no reason for a startup to take private investment money that only enters the company after IPO.


This is pretty standard. Usually the conditions are performance benchmarks, but may also include IPO. Typically its done in multiple tranches, e.g. 15B at the start, 5 more if you gain +500m users, 5 more if your profit exceeds X, and the rest for IPO (im over simplifying)

The conditions are either an IPO or achieving AGI. I’d be curious to know how the contract defines AGI. If I recall correctly, the OAI-Microsoft deal just defined it as “AI-shaped tech that can generate $100 billion in annual profits”, which I think is actually close to the correct answer, insofar as we will have AGI when the markets decide we have AGI and not when some set of philosophical criteria seem to be satisfied.

> If I recall correctly, the OAI-Microsoft deal just defined it as “AI-shaped tech that can generate $100 billion in annual profits”, which I think is actually close to the correct answer

So if they hit 100 billion annual then it's AGI but if Kellogg's launches “FrostedFlakes-GPT" and steals 30% of the market it's no longer AGI at 70 billion?


Not to nitpick but to expand, many funding deals (pretty much all above 100M) are structured like that.

You'll never get a billion dollar check from anyone.

I've even seen startups raise like 500k pre-seed with tranches in it, lmao!


nit: I think you mean tranches

Whoops, typo. Thanks!

*tranche

Profitable, and yet missed their revenue targets in Q3, causing their stock to tumble. That's an emergency. https://www.bloomberg.com/news/articles/2025-11-06/dorsey-s-...

A lot of Japanese websites also have to be tremendously over provisioned because of how regimented the country is. A friend of mine worked infrastructure for a local newspaper, and every day at 6PM they'd send a push notification to all their subscribers and had to provision for that peak. When he asked if they could smooth out traffic, send the notification to some folks a minute before, or a minute after he was almost thrown out of the room. "Japan runs on time. Not a minute early, not a minute late. On time".


One has to wonder when the board realises Dane was a bad replacement for JGC. These outages are getting ridiculous


I would love to know how this compares to just prompting Claude Code with "please find and fix any security vulnerabilities in this code"


"It was a social experiment" has the same energy as "it's just a prank bro", as if that somehow makes it highbrow and not prima facie offensive


A "social experiment" but the guy was not even keeping track of the changes in the model's configuration

> What is particularly interesting are the lines “Don’t stand down” and “Champion Free Speech.” I unfortunately cannot tell you which specific model iteration introduced or modified some of these lines. Early on I connected MJ Rathbun to Moltbook, and I assume that is where some configuration drift occurred across the markdown seed files.

It definitely sounds like an excuse they came up after what happened. I would really like to accept them having good overall intentions but there are so many red flags in all this, from start to end.


Burning ants with a magnifying glass is not a social experiment. It's just a bored sociopath causing destruction to see what happens.


I find this a weird take. Are you saying you _want_ unaccountable and profit driven third party companies to become quasi-judicial arbiters of justice?


I am saying that it is not good if you had to hide information about yourself in order to get hired. Justice is provided by the courts.


> Justice is provided by the courts.

Indeed. And as far as I know, "courts" is not an alternative spelling of "AI".


The scenario we are talking about is AI having access to court records. The courts make rulings and then the AI works off of those.


Right, and the court decides wether that information is relevant anymore. You're suggesting we take that ability and give it to random third parties


So you’re all for photos on job applications then? That’s information about you.


Yes, I think that could be effective. The way people dress is correlated to the group of people they associate with which influences how they think and behave. If someone properly grooms themselves or not for such a picture provides more signal for the AI to pick up on.


An unsurprising position given today's world. I want to know who the Trump Supporters are so I can ensure they never work for me. Also, no electric car drivers, they are just not welcome here. Or meat eaters, god forbid! We won't need to worry about canceling you later, because you won't be associating with us to begin with.


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