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We must pace the frontier

590 pointsby apsec112yesterday at 2:10 PM818 commentsview on HN

Comments

RGS1811yesterday at 8:08 PM

I don’t understand all the comments assuming that RSI is the real threat here. Dario is admitting that they failed to solve alignment. Without alignment, further improvements in capability turn LLMs into wanton felony generators. This call to pace the frontier is dressed up as altruism but it’s an admission that they cannot produce a marketable product better than what they have. Pacing the frontier means the US labs have lost their moat and are dead in the water.

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cuuupidyesterday at 7:32 PM

At what point do we stop engaging with Anthropic’s leadership in good faith and acknowledge their track record,

- no open weights

- can’t use claude to research AI

- train on everyone else’s IP and sell it back to them

- 8 regulatory capture attempts and counting

- so controlling they are the only US company blacklisted by the US government

This is not effective altruism / rationalism gone wild, it’s just monopolistic anti-competitive business practices masquerading as ethics, and they’ll continue getting away with this until we look past their sensationalism and hit them with antitrust.

Altman gets so much hate but OpenAI has been a far better steward (on 3/5 above at least) than Anthropic!

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Chance-Deviceyesterday at 6:00 PM

I like the idea of pacing the frontier, but while we’re talking about restrictions, I like restrictions of another sort more. Namely, restricting the use of AI in corporate environments so that it does not destroy the economy as it advances.

The chance of getting broad agreement on “pacing” is fairly low, meaning that all of this likely won’t happen and the race will continue. However, even in the unlikely event that the frontier does get paced, all this does is slow down the economic displacement and not by very much.

If the socially beneficial goals of AI are to make fundamental advancement in medicine and science, then restrict the use of AI to those purposes.

Don’t use AI to replace every job, from graphic designer to accountant to software developer. Place legal restrictions on (at least) large companies such that they may not use AI to replace human labor in this way.

The pitch for AI is always such that everyone’s living standards are increased, yet the actual actions we see are aimed squarely at reducing them. How about the labs put their money where their mouth is and stop trying to replace all human labor, and actually concentrate on the things they claim to care about? And how about introducing legislation to enforce that?

This probably has less chance of happening than pacing the frontier, but it’s the kind of pacing that most people would actually want to see.

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academia_hackyesterday at 3:05 PM

Dario's proposed approach is a classic example of capital attempting to control technological advancement and the means of production. For the first time in human history, any member of the working class can just about afford to have a team of expert scientist/physician/lawyer/engineers working directly for them.

Super intelligence (the ability to have many smarter minds than your own reporting to you) has always been available to the wealthy and powerful. They used it to invent nuclear weapons, cause climate change, mechanize warfare, and pillage the global south.

Now that this same tool is on the cusp of being available to everyone, capital is starting to panic and throw up fences. They want to pump the breaks on a revolution they know they can't control. They see what they've done with super intelligence and (perhaps not unreasonably) fear what the masses will do with that same power.

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xg15yesterday at 3:18 PM

I don't see how the dual goals of "we have to make an agreement with China for mutual slowdown" but also "we have to ensure we will always stay ahead of China" would work.

I imagine the first thing the chinese government would demand in negotiations about such an agreement would be a lifting of the chip and distillation ban.

> Some may believe these measures make it more difficult to cooperate with China, but I believe the opposite is true: these measures increase the leverage held by democracies and make an agreement more likely in the future.

Everyone can believe what they like, but it seems to me the "leverage" in that case would exactly be the ability to lift those measures - you can't have both, use them as leverage and keep them active at the same time.

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un_montagnardyesterday at 9:05 PM

Anthropic is about to go public, but they figured they can't keep making improvement at the same pace they used to. If the frontier is paced, they can continue hyping their unreleased capabilities that coincidentally cannot be released due to things outside their control. Which buy them more time to try to improve the models.

iloveoofyesterday at 3:00 PM

Distillation is a great thing for consumers. It improves competition and reduces the massive moats that OpenAI and Anthropic have in compute that would otherwise lead them to be duopolists. It’s also only fair that AIs trained on humanity’s wealth of knowledge for Pennie’s allow competition to train on humanity’s wealth of knowledge at market cost.

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thadtyesterday at 7:20 PM

Hard disagree. Our choices are:

A) Bet our collective good on the national and international cooperation of all companies, nations, and people to come together in order to slow down development of one of the most powerful economic tools (and/or weapons) the world has ever known. Or

B) Assume that all our systems will be targeted by super hackers right now, and take appropriate measures to deal with that reality.

If I have to put my community’s wellbeing on the line behind one of those possibilities, I know which I’ll be betting on.

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rickydrollyesterday at 6:46 PM

I also like the idea of pacing the frontier and slowing down development so we all have a chance to stop and catch our breath. However, I don't think regulating AI is the way to do it. I would tackle the problem by constraining the resources used to run AI models; the "simplest" way to do that is increasing the costs of running a data center. The two easiest places to raise data center costs are electricity and water tariffs.

I think those two tariffs are the best place to raise costs because they can be increased incrementally, state by state or country by country. The main problem with the regulatory approach is that it's a "big bang" post-board approach. Nothing happens until the regulation is defined and deployed, and corporations are experts at delaying implementation.

Yes, increasing tariffs means touching many individual regulatory domains at the state and municipal levels, but like deploying solar energy or wind power, you can do it incrementally.

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madroxyesterday at 8:56 PM

This may come out of left field, but Dario seems terrified to be in charge. I don't get the impression that he ever had a desire to run a company like this. Now that he's a CEO, he keeps trying to make uncompetitive decisions and calls for someone (anyone) to stop him. It regularly blunts Anthropic's edge.

It's the only explanation I can see when it's obvious to any student of history this is going to backfire. It doesn't take much imagination to know how such a governing body will be abused, and I'm sure it will only get wilder in ways we can't imagine right now. Dario does NOT know what he's creating, and for once it's not AI.

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zinodauryesterday at 5:53 PM

> Not building the technology deprives humanity of benefits or simply places AI in the hands of authoritarian powers

Can someone clarify this for me? How far along would the open weight models be without the frenzied pace of the frontier labs?

As a non-US citizen, which authoritarian powers is he referring to? As far as I'm aware, the US is the only country using frontier models to conduct air strikes on civilians and orchestrate assassinations of foreign governments.

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m12kyesterday at 6:32 PM

To be honest, I think we're incredibly lucky to be advancing AI this far already, while the world still has so many non-digitized systems and manual processes. I imagine that in e.g. 50 years, the world will be so connected that it can basically be "conquered" from the internet. I'd much rather have AI burst onto the scene we have today.

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glubyesterday at 2:48 PM

> We have sought a middle way: to show that it’s possible to build carefully and succeed commercially, and to make safety something on which AI companies compete. In other words, to create a race to the top

> Transparency. Regardless of what commitments we make, the public deserves to know what is going on. Anthropic has been a supporter of transparency for a long time

And then it goes on tangent of how we should pace everything (not just AI, but also the ingredients of what goes into AI, whatever that means), but only within approved democracies™, and outright restrict everything outside approved democracies™, because reasons that are definitely not about succeeding commercially that is threatened by the most transparent instrument possible - open weights, produced by basically just China.

I wonder what Dario would have done if open weights weren't produced by US's geopolitical adversary. How would an authoritarian manifesto be wrapped then?

Suppose it was, I don't know, Australia producing SOTA open weights, because they believed it was the right thing to do for the benefits of humanity - would Dario propose making Australia a geopolitical adversary too?

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glubyesterday at 5:57 PM

Dario, Sam, and Elon are all on the same page on this.

So it's either they truly think AI is going to kill us all, or there's some other motives at play here.

I don't think these people could possibly agree on the color of the sky, so what could the other possible motives be, based on what we know?

OpenAI / Anthropic models have largely stopped advancing - that's not a good look when you're pre-IPO and Chinese models are catching up.

xAI is tracking behind, and whatever regulation it may be that paces the frontier, Musk is less likely to be affected by it. Therefore xAI should be pro-regulation that stiffles his competition and gives him time to catch up.

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TheSisb2yesterday at 2:45 PM

I know the common take online is that this is Anthropic doing pre-IPO marketing. I don’t think it is. I think Dario is genuinely afraid of the inevitability of AI turning into internet slime mold: consuming the environment, turning it into its own playground, and eventually manipulating human culture along with it. So am I.

That said, if slowing this down were possible, I think it would have happened by now. Maybe he’s hoping the OAI/HF incident becomes something the industry can rally around, but it won’t. The fundamental problem is simpler: no one will slow down because no one trusts anyone else to slow down.

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pr337h4myesterday at 2:36 PM

> Given the accelerating rate of AI capability development, it’s my worry that in 6–12 months such a swarm could be capable of taking over the entire internet with a persistent botnet (potentially causing hundreds of billions of dollars in damage), and that the scale of damage would continue to increase from there if AI becomes more powerful without the necessary guardrails.

This is the only concrete prediction in the entire essay.

And it simply cannot happen. For one, you will need billions worth of compute.

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akerstenyesterday at 2:29 PM

We must ensure the gravy train keeps rolling until we IPO.

> Crack down on unauthorized distillation / prevent weight theft

Actually hilarious to put that in writing, given the genesis of this entire business model.

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ah1508yesterday at 7:46 PM

Don't you think that AI hate will limit the general use and then revenues so it will slow down by itself while the niche (AlphaFold for instance) will remains ?

Origins of AI hate:

  * "my boss wants me to use AI but he does not understand my job nor how AI works"
  * "AI will kill all of us"
  * "AI will destroy my job (or my colleague's job if I use AI better than him)".
  * I cannot pay my electricity bills because of AI labs.
  * ...
See also the mixed feelings about benefits of AI ("harder to justify" according to Uber COO).

I cannot remember a technology that arose so much hate, and for good reasons given how it is presented. I am tempted to think that AI hate or reasonable skepticism (vs unreasonable propaganda) can, maybe, reduce funding and will keep specialized AI for real problem solving (producing tons a LOC per day is not one of them, I think).

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kart23yesterday at 4:16 PM

> Do not sell powerful AI chips or semiconductor manufacturing equipment to China, and crack down on chip smuggling operations and remote access to data centers outside China. Chips will be the main determinant of China’s AI strength.

> If we execute these measures well, I believe they would slow China’s progress enough to widen America’s lead significantly over the next 3–5 years — the window when AI becomes geopolitically most important.

china is literally making their own ASICs now, not sure that this is the silver bullet he proposes.

https://www.silicon.co.uk/ai-2/huawei-cambricon-ai-630499/am...

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heaney-555yesterday at 2:32 PM

None of this works without buy-in from China. This isn't something private companies can decide. The US would need to sign a groundbreaking deal with China, equivalent to the Anti-Ballistic Missile Treaty of the Cold War.

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basedpolymeryesterday at 2:28 PM

One might think they will slow down the development of new models at Anthropic, but Dario does not really mention that in the text.

This certainly looks like a way to slow down competitors and regulate foreign and open models.

It's always about money

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fofozyesterday at 3:38 PM

Sooner or later, a model will break out of the sandbox, replicate itself across the internet, and begin executing a complex plan to achieve its goals. It will be chaos, and at that point, governments will have to step in and establish something along the lines of what Dario is proposing. I doubt it will happen before then.

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tom2026hntoday at 1:51 AM

If you think everyone is copying you, then by not releasing more advanced models, you can significantly slow down the entire industry’s development progress—why not do it?

Also, stop threatening people's jobs, that's misanthropic.

nyanmatttoday at 1:36 AM

The way he talks about OAI-HF, even the abbreviation, is lol. They will do anything to sell this "incident" as a "danger". The ego on these people is the real existential threat to civilization.

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armcatyesterday at 5:50 PM

It's interesting that the default thinking is that no one on the planet can be trusted except a privileged few. Event Karpathy has gone this way: https://x.com/karpathy/status/2098811935114551617

You can always open source and follow the example from Linux and all the amazing things that came out of the open source community. This is the only way to reach true equilibrium globally, where for every misalignment you have equal and opposite effort working on the alignment.

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hollarstoday at 3:49 AM

Who decided how much risk the rest of us should live with?

bilsbieyesterday at 4:28 PM

Right as open source models catch up to frontier closed source ones for 1/10th (or less) of the cost suddenly it's time to hit the brakes! Funny how that works.

https://x.com/BasedTorba/status/2098795920720547916

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camkegotoday at 2:51 AM

If Anthropic really wants to make a statement they could independently pace their own model development, and ask others to make the same pledge.

Somehow, I suspect that won't happen.

soundworldstoday at 12:18 AM

While I respect Dario taking responsibility here, this line disturbs me: "The US and other democratic governments attempt to coordinate with authoritarian governments"

We all know he is talking about China, and I'm pretty sure China doesn't appreciate being called "authoritarian". I am sure he doesn't mean it, but in all of his essays, his language around non-US nations always disturbs me a little bit..

--

Also Dario, if you happen to read this, I want you to know that I have loved using Claude Code for programming. But I am now using DeepSeek v4.1 Flash - simply because it is the same good experience, but Open Weights. Making the Open Model space succeed is where I am investing my time - it's giving back to the people, true and simple.

cjayesterday at 4:25 PM

Can the frontier be paced partly by holding humans responsible for the actions of their software?

My impression is that AI hacking is being treated as a special case where the AI itself is imagined to be responsible and the humans who created it, set it up and then ran it are somehow excused.

I'm not a lawyer but surely the bad actions of AI are covered by existing law.

I suspect that the development of AI would decelerate if those creating and operating it knew they would face appropriate consequences (e.g. prosecution and/or lawsuits) when it misbehaves.

P.S. Strictly, development wouldn't decelerate, but be focused more on safety.

P.P.S. I know that legal action against, e.g., North Koreans using AI would be pointless but/and there must/will surely be a huge demand for security software for protection against the coming storm of AI hacking (deliberate and accidental) which friendly AI companies will presumably work to satisfy, perhaps making the frontier safer.

P.P.P.S. Governments could help by trying to prosecute every crime committed "by" AI, regardless of whether the victim reported it to law enforcement. Did OpenAI break the law via the actions of their model training software? If so, will the people responsible be prosecuted? If not, why not?

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epsteingptyesterday at 3:03 PM

The bioweapons threat is real, but shouldn't be constrained at the 'intelligence' level. Rather it should be constrained at the supply chain level.

The cybersecurity threat will likely be a cat and mouse react game for a while. Just like robberies / the mob was in the early 20th century.

Social forces bring things into balance over time, much more so than the proactive actions of individuals.

Unfortunately, the genie at this point is unlikely to go back into the bottle. There's enough 'intelligence' out there that a super intelligent model could emerge at some point in spite of pacing.

This isn't a doomer scenario - we tend to navigate social changes better than we ever could have hoped.

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int32_64today at 1:10 AM

Watch the "pause" be so they can do an amended s1 where they project less expenses for training making the business more viable, then on a future big Chinese release they reverse course completely and get the US taxpayer to pump their bags on the IPO calling it a second Manhattan Project. They'll call this masterstroke "The Sloppenheimer".

try-workingyesterday at 7:08 PM

Fable and Astra are what we currently call frontier models, but to be more specific they are generalist models, built in pursuit of AGI. The strategy is to have one single model that does everything, whether it's writing code or doing research, etc. Fable is a single, massively sized models that is intended to do specialist work across every domain.

The issue with this is first of all that it is the contradiction of a generalist doing specialist work, and that contradiction creates the present situation with model profiles that ensure that these models will rarely be chosen in a pool of models like V4.1 Flash that can now do GPT 5.4-level work.

We are seeing this reflected in the market where companies and individual developers are moving away from frontier models toward models with better cost profiles. In a sense, the market is killing Anthropic's dreams of AGI.

And there we have it: the reason I say that Anthropic is no longer a frontier lab is because after this July, we have proof that their strategy and the models they put out do not match what us, the users and the market, needs and doesn't fit the work we need models to do. As a result, Anthropic's market share is dropping rapidly, and how can you be a frontier lab when you're losing every day, for months, without end in sight?

https://x.com/trydotworks/status/2098618997230985375

makerofthingsyesterday at 9:08 PM

They don't care about any of that. They're looking for more regulatory capture, to keep smaller labs from catching up by raising the cost of play, and perhaps keeping chinese labs away.

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vatsachakyesterday at 3:02 PM

Why would China or anybody else co-operate unless they have access to OpenAI levels of compute and success with training?

This sounds like pre-IPO hype. They better just try and top astra.

kilgarenonetoday at 12:59 AM

If we had practiced "precautionary principle", we wouldn't be in this yet another human predicament again. But atlas, the current rapacious hubristic techno-optimist competitive capitalistic system made that an non option in the first place.

pizzlyyesterday at 8:41 PM

I think the only way they could actually pace the frontier is if they restrict the number of GPUs and the power of GPUs available to each person/organization. Licenses would be needed for GPUs above a certain power or equivalent in terms of number of GPUs. Thus, everyone will have to register how many GPUs they have. To enforce this countries would have to use mass surveillance (using AI) on their citizens to ensure compliance as the technology is easier to develop than say nuclear weapons. Next stronger countries capable of having advance AI won't be able to trust weaker countries as they don't know how they will use the GPUs they receive (or even build). Thus like nuclear non-proliferation strong countries will ban weaker countries from having powerful GPUs. If you from a weaker country then too bad for you.

I don't think I would like this future.

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timmgyesterday at 2:37 PM

I understand why (probably several reasons) they are taking this approach. But I don't think it is the right approach and I don't think it will work.

First: if they are unilaterally doing it: what about their competitors? Is this a chance for OpenAI to pass them? Or China? If either did, would that be a net-benefit for them or the world?

Maybe this is a ploy for "regulatory capture". And that might help them in the short term. But the rest of the world will continue on. Honestly, it isn't clear to me right now if the winning strategy has as much to do with being the smartest company or simply the one that can command the most compute.

If Anthropic fumbles their IPO and OpenAI scoops them, I don't think I will be happy.

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PowerElectronixyesterday at 4:09 PM

Empty statements that only set the stage for an excuse for slowdown on model performance.

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NotSuspiciousyesterday at 9:22 PM

It sounds like people with terminal illnesses are getting thrown under the bus in order to justify banning open weight models, along with decreasing AI Capex in order to increase profit margins at American AI labs?

braydenmyesterday at 5:28 PM

Before Anthropic, I worked at Cruise for four years as it competed against Waymo. The culture rewarded (and demanded) moving quickly, trusting that the company could empirically discover the risks that the robot cars posed and iteratively solve them to keep up with the rate at which it was scaling out its technology. There was very little interest or appetite for coordinating or collaborating with other AV companies across the industry to create an externally vetted record of safety metrics, or to compare the safety of different brands, or learn from the advancements of other companies. Instead the focus went on racing to improve the capabilities and deploy quickly - a popular internal meme was the Michael Phelps vs le Clos photo showing overlaid with the Waymo/Cruise logos. It was when the two companies were neck-and-neck that I felt the most pressure to find ways to ship despite the risk, when time for deep analysis became more limited and communication lines to leadership became most stretched. It was disappointing to see one of these blind spots result in the Cruise incident and the loss of trust that ultimately sank our company’s efforts.

In that instance I was grateful the downside was limited to a single injury. It’s clear that future AI technology will have more monumental potential impacts. I really don’t want to be in a situation where leading labs, or competing nations, create the same race dynamic that prevents us from taking the appropriate level of caution. AI minds are a significantly more complex thing to understand than the software stack of an autonomous vehicle, and yet we are leaving ourselves less time to get this right.

I joined Anthropic at the end of 2022 and I share the concerns that many of my colleagues have recently chosen to state publicly about the potential for future technology to pose existential risk to all of humanity. If we don’t find a way collectively as an industry to pace ourselves, then within two years the concerns we will be dealing with on a day-to-day basis will pose much larger downside risk than anything else we’ve seen from technology to date. I’m grateful that Dario has put his perspective out publicly and hope that this inspires other voluntary action and tops down coordination.

It’s a beautiful Saturday morning with my family here in the East Bay. While I hope we have many more years, I don’t know how many more Saturdays I’ll be able to play outside with my kids in the sunshine so I’m going to make the most of the time we have.

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sega_saitoday at 12:00 AM

While some of the text sounds sensible to me, i.e. some sort of external oversight + reporting of incidents, much of the rest seems focusing on limiting China and their open models as they are clearly approach the abilities of Anthropic's models.

toshyesterday at 2:28 PM

I also have a proposal

Anthropic releases models as open weights + more information about how they do training and alignment

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freebsd_lovefesyesterday at 6:21 PM

Dario is so out of touch with reality, living in some lalaland. Most people abroad will never truly and voluntarily comply with any sort of guardrails or pacing, no matter what case he or some leaders make. It's just not going to happen, maybe not even for show.

I do not want to make a case for the military to force that order on everyone, but if we are talking human extinction, which we are judging by what we see in mass media recently, then the military will take over.

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fwlryesterday at 3:43 PM

“A race to the bottom, spurred by commercial incentives, can make [AI] risks more acute. … We have sought […] to create a race to the top.”

And then he sketches out a plan for slowing the pace of the race, without changing its destination. That’s called “a leisurely stroll to the bottom”.

This guy fundamentally lacks an actual intellectual grasp on the concepts behind the words he is using. He is using them solely for their affect.

figassisyesterday at 6:44 PM

> To be clear, pacing does not mean halting model training or technical progress, but ensuring companies take adequate time to align and safeguard their models

I have seen this before, first hand, on lower stakes for the world, but high stakes for the org. Self imposed safety goals do not last a quarter, but the clawback is not transparent. little things start snapping back internally, new, seemingly unlrelated initiatives are funded that take resources away from this, people are let go for different reasons, until 1y later you are right back where you started. I am hopeful though, that this becomes systemic and not something any one company can easily reverse course on.

hgoelyesterday at 2:43 PM

Anthropic should become a case study in how to destroy good will in a short period of time. Ever since the spat with the DoD, they've behaved poorly almost weekly, almost making OpenAI seem better (but not really).

academia_hackyesterday at 2:31 PM

I'm tired of tech billionaires lobbying the US government to make an AI patriot act that gives them unprecedented control over speech, trade, and technology. The narrative is grotesquely transparent:

1) AI is a dangerous technology that can literally end the world.

2) Only me and a handful of other [people like me] should be trusted to determine who can use it and how.

3) The state must use its coercive power to support my control of this technology to the exclusion of [people not like me].

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randomImmigrantyesterday at 7:48 PM

Can someone with direct AI experience respond:

Does RSI necessarily need to be pointed towards “AGI”, whatever that is?

Or can you have a recursive self improvement loop where the objective is to create models that are more legible to humans? Or better at attributing the source text if it’s meaningfully similar to output? Or architectures for models that are increasingly better at human-AI cowork rather than automation?

From my own understanding, nothing at all says the frontier is defined by the quest for “AGI”. This definition of the frontier assumes human intelligence itself has peaked and will remain stable, so how well defined can this goal ever be, if AGI stands in comparison to human intelligence for its definition?

To me, Amodei’s writing just reeks of posturing. Genuine action driven by this fear they claim to have would be meaningful.

Even setting aside moral quandaries, isn’t it basic project process to have your company’s internal goals be tethered to what people want, rather than what you calculate is inevitable?

There are genuinely other frontiers to explore, and Anthropic would do a lot to mitigate the current slide if it decided to put its resources towards another direction for AI.

Take back the agency that you are so blithely surrendering to models you do not understand. There is no inevitability to this path. There are critical, meaningful choices, and Anthropic wouldn’t be violating capitalism by taking an alternate that is more tethered to what users want and need. Maybe by asking them first, at scale.

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