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I've met people that fill a box of sushi to take home at the end of their “all you can eat” session because “they paid for it”. Shrug.
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Yes and the staff will tell them to stop that or charge them extra for it.
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Yes and they will hide their sushi-grabbing because somewhere deep inside they know it's not part of the deal, while at the same time still strongly feeling that they have indeed paid for it.

Ah, to be human!

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I'd argue they hide their takeaway because of what GP comment said — not because of anything innate, but because a staff member will not let them.

I grew up in an Asian household of six. We definitely took food home at AYCE places. My parents definitely knew it wasn't OK, but they felt like they were gaming the system (like a dubious life hack of sorts) and saving money, so they were actually quite proud of it, bragging to friends how much they were able to get.

To be human indeed!

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I assume it's not unusual for thieves to brag about their scores.
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People brag about all sorts of things moral and immoral.
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Calling them thieves is a bit harsh, it's not like they didn't pay for the food, just not able to transport it unless it's in your own internal containers.
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Yes sorry, in case it wasn't clear, I wasn't agreeing with the commenter or calling my family thieves :) just because a restaurant kicks you out because you took too much food doesn't mean you're a criminal.
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Ah to be inhuman!
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It is not a justification, but, it is not like Anthropic didn't pirate tons of books and burnt evidence... The only difference is that books don't have a terms of service
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In the Eastern Bloc states, it used to be so common for workers to steal from the workplace that new moral norms were established around this; if you're not stealing from work, you're stealing from your own family!

Goes to show just how fragile a high-trust society is. Theft and corruption can easily be normalized to such an extent that not participanting gets reframed as immoral.

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The slogan of the Russian Revolution of 1917 was: "Factories to the workers, land to the peasants."

If the factory is yours, then everything inside is yours ;)

But it's funny how low wages under the broken Soviet economic system turned such things into a semi-official, informal work perks, allowing people to make ends meet.

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It was less the low wages and more the general unavailability of things (shortages). Lots of things you couldn't just buy but you had to know somebody who knew somebody.

I wouldn't call it "funny" though. It ws quite sad and I'm glad it's over.

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As I mentioned in another commebt, I don't even consider anything related to that to be a viable government system.

That said, the general unavailability of everything was caused by an incompetent government rather the the system itself but the system itself caused the government. My point is that it was a succession of demagogueries hiding personal interests that caused the recurring and unrecoverable tragedies of that state. Being controlled and misguided is not exclusive to any particular government or political system.

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System consistently produced an incompetent government that had lots of power.
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This is not false but totally an oversimplification.

I don't think communism is a good form of government and I don't think the soviet union was marching the right way.

But the biggest blunts came from other much more serious mistakes caused by politicians ignoring science, like the big famine and many others, including the Chernobyl connerie

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Wow, I was just saying to a friend that I couldn’t understand people risking their jobs to steal stationery or toilet rolls from the workplace.

I guess if it’s your moral obligation to steal from the workplace it reframes it somewhat.

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The cooperative and competitive sides of our soul fighting it out in a single situation
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> Theoretically you can max out every 5 hour window, but they lose money on that.

No, there is a weekly limit as well. Maxing out a single 5h window uses ~10% of the weekly limit

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now maxing out a 5h window takes it to 20%. just experienced it today. so clearly they have reduced the subsidy on plans along with this
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I fill my week limit in a few days :(
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Do you do process XLS or similar data? Ive seen using any other files than code files eats much more faster
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I think maybe you are not familiar with what /loop and the Claude cron tools do.

https://code.claude.com/docs/en/scheduled-tasks

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I think maybe you still don’t understand that not everyone will max out their usage, regardless of the methods available.
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People don't pay double the $100 account in fixed recurrent payments if they don't intend to use a lot more than they would use in the $100 subscription.

Perhaps people at Anthropic should ask Sonnet (or Kimi, it's much better value) how power laws and pareto distributions work? You are advertising for people who can justify a virtually unlimited amount of tokens, why is it surprising that they would use as many as you're offering them in the plan?

PS: interesting that you'd use a throwaway account to post this

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I need a hypothetical use case for things like this, I don't get how so many people have so much desire for use of features like this.
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https://martinfowler.com/articles/harness-engineering.html it's being talked about everywhere.

If you manage developers or product folk, do you allow them to work when you're not looking over their shoulder? All developers can be managers/team leads now. You plan, you delegate, you review.

You're welcome to not do this, surely that's appropriate in quite a few areas of work, but many of us are because we can get more work done than if we we're micromanaging every line of code change. For startups, where a bit of quality can suffer in favor of finding market fit, this is huge.

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The actual /loop and cron are beyond the normal "agentic loop"
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I'm not sure what point you're trying to make. `claude remote` on a secure vm is basically all you need to operate a factory from your phone. I suspect a lot of people with your line of reasoning are stuck on human in the loop while awake level of AI use. Anthropic has no interest in that long term and all of their product moves validate that.
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Deduplicating/validating/processing incoming bug reports?
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Every morning it summarizes a bunch of stuff for me, suggests me PRs to review, emails to reply to, freshly cloned any new repos, pulled all others, presents me with the suggested approaches to my PRs of that day, and gives me a list of my slack mentions that look more urgent.

This is just the morning ones, and saves shitloads of time of clicking around from tool to tool, freeing up time for the thinking and deciding.

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Wow, you should probably ask it to write a script for 90+% of that instead . Sounds like a huge waste of electricity.
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How? Most of what was mentioned requires discretion and judgment. You can question whether an LLM would be able to offer that, but there’s no script that can do b it.
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At least on a personal max account, I can't max every window. There is also weekly limit. If I max every window, I run out of tokens halfway through the week.
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I think the gp understands that, he is stating that openclaw (has cron that runs every 30 seconds) will use up the last drop of juice the plan offers - aka ultimate power user.
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And the point being made is that can be done using only Anthropic provided tools. Ask claude to set up crontab for you and be proactive. It will happily do so. This spring/summer you'll find all the same stuff they OpenClaw has in a Claude product. Most of it is already there just not packed neatly for a non technical user.
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And it sounds like that will require additional fees.
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> You are paying to be using that limit some of the time. There are 5 hour windows when you are sleeping and can't use it. There are weekend limits.

They could easily structure their limits to enforce that kind of pattern fairly on both human and automated users. They could e.g. force a cooldown period between your daily activity bursts, by decreeing that continued heavy use on a 24h basis would count exponentially more towards your limit. That would be transparent and force the claws to lighten their load below that of a typical human user. We're talking about a company that's worth hundreds of billions of dollars and targeting highly sophisticated enterprise users, not consumers; it's just not credible that they'd be technically unable to set that up.

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Or alternatively just pay based on what you use? I.e. $/tokens.
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They offer that, API pricing. Or "extra usage" which they're saying you can still use for OpenClaw. It's really expensive!
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Everyone want to take their subsidies from the consumer subs and use them to avoid paying the real costs.

Even the API pricing is subsidized by investors. When that stop, pricing will escalate.

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Is API pricing subsidized on a unit basis?

Most estimates I've seen have shown that API usage seems to be at least unit profitable (paying for infra and electricity, not R&D)

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I feel like Anthropic is going down a bad path here with billing things this way. Especially as local LLM continues to develop so fast.

I downgraded from my $200 a month plan to my $20 plan and hit limits constantly. I try to use the API access I purchased separately, and it doesn't work with Claude Code (something about the 1 million context requiring extra usage) so I have to use it Continue. Then I get instantly rate limited when it's trying to read 1-2 files.

It just sucks. This whole landscape is still emerging, but if this is what it's like now, pre enshittification, when these companies have shitloads of money - it's going to be so much worse when they start to tighten the screws.

Right now my own incentive is to stop being dependent on Claude for as much as I can as quickly as I can.

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This is how free drink refills, airplane tickets, Internet service, unlimited data plans, insurance, flat rate shipping, monthly transit passes, Netflix, Apple Music, gym memberships, museum memberships, car wash plans, amusement park passes, all you can eat buffets, news subscriptions, and many more work.

Either you get a flat rate fee based on certain allowed usage patterns or everyone has to be billed à la carte.

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This is a different case - those all have limitations based on human behavior (it's not necessary or possible to constantly be washing your car the entire month when you pay for unlimited washes) - that doesn't exist here. The types of plans available should reflect that reality. If gyms faced a situation where people would go and spend 18 hours working out every day for a month, they would probably change how they billed things.

Your comparisons are all also "unlimited" situations to Claude's very much limited situation. You can't buy a plan for Claude that is marketed as being unlimited. They're already selling people metered usage. They're just also adding restrictions on top of that.

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They sell metered usage while having the implied expectation that most wont use it fully. Power users and users of stuff like OpenClaw don't match that idea.

So they further restricted the metered caps, which were only offered to NOT be reached by that many.

Simple as that.

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>Power users and users of stuff like OpenClaw don't match that idea.

Then they should figure out how to structure an offering that accommodates this type of usage not just blanket ban it

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> Then they should figure out how to structure an offering that accommodates this type of usage

They did, didn't they? You can pay the non-plan rate.

> not just blanket ban it

They didn't do that. The email specifically tells you how to use Openclaw with Anthropic. There is no "blanket ban".

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Why "should" they? There's no reason they would especially when their competitor now owns OpenClaw.
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Because a big part of Anthropic's story is that they build based on how people actually use AI. Power users aren't just annoying edge cases, they're signal. Throttling them and calling it done is inconsistent with that.
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> Power users aren't just annoying edge cases, they're signal.

You got that right; in this case they are signalling that AI token providers are not going to be able to run at a profit anytime soon.

Not sure if that helps or hurts your argument, though.

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> Power users aren't just annoying edge cases, they're signal.

Not all power users. Some re-invent the wheel and/or do things inefficiently, and in most cases there's no business incentive to adapt the service to fit the usage patterns of those users, or of other users that deviate from the norm in regards to resource usage.

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They build based on how _people_ use AI.
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Sorry to tell you but generally any company's "story" is all marketing and PR, if it interferes with their making money, which it does in this case, that company will not hesitate to leave it behind.
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Oh the billion bollar vc backed pre ipo companys story was this? Omg and they somehow are not delivering up to your standards? Damn they better get their act together lest people like you will whine on twitter about them losing their way
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> Why "should" they?

Because it is clear that there is a market demand for it.

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There is also a clear market demand for $10 bills sold for $5, but I don't see you tapping into that opportunity!
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I didn't write anything about pricing. I just claim that people would love an offering without the discussed restriction, and because there is clear evidence of such a demand, it would make sense for Anthropic to prepare such an offering.
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>I didn't write anything about pricing

Yes, and that's exactly the problem I'm pointig at.

Your comment "that people would love an offering without the discussed restriction" ignores the pricing burden of that, which is why it's confused why Anthropic don't just offer this.

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> I didn't write anything about pricing. I just claim that people would love an offering without the discussed restriction,

The API has no restrictions; what is the people's objection to that?

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Then you mean the API, and if that's not sufficient, then you do have an issue with wanting something for nothing.
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They did: just use the metered API.
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They did figure out how to structure an offering that accommodates that type of usage: pay for your tokens.
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Don’t cry while you’re ruining it for everyone.
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Isn’t that just usage based charges?
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"Unlimited" has always been a lie. There is no free lunch. There are always limits.

I've had to unwind "unlimited" within startups that oversold. I've been bit by ISPs, storage providers, music streamers, fuckin _Ubers_, now AI subscription services, that all dealt in "unlimited". None of them delivered in the long run.

I'd be mad at Anthropic if it weren't for the fact that my experience now can see this sort of thing from a mile away. There are a lot folks, even on HN, that haven't been around for as long. I understand the outrage. I've been there. But these computers cost money to run, and companies don't operate at a loss in the fullness of time.

Once you know that unlimited trends towards limited, the real question is whether we're equipped as a society to deal with the fact that the capital-L Labor input to the economic equation is about to be replaced with a Capital input for which only a handful of companies have a non-zero value.

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You can both know that "unlimited" means "limited" and also be pissed that they market it as such and try to conceal the actual limits.
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> You can both know that "unlimited" means "limited" and also be pissed that they market it as such and try to conceal the actual limits.

Reminds me of when ATT had a fake 5G decoration on phones.

"AT&T won’t remove fake 5G logo even after ad board says it’s misleading"[0]

You can just get away with lying. That's the level of enforcement that exists against unethical behavior in business today.

0. https://www.theverge.com/2020/5/20/21265048/att-5g-e-mislead...

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On your 1.5Mbps link, you could theoretically download 500GB per month. A huge amount, but I believe it was often genuinely allowed, because their uplinks could cope with it. Unlimited could genuinely be unlimited.

But now you might get things like “unlimited” 1Gbps… which reverts to 10Mbps (1% speed) or worse after 3.6TB (eight hours). And so your new theoretical maximum is about 6.8TB per month rather than 330TB.

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This is all just the classic "the first hit's free" business model.
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>If gyms faced a situation where people would go and spend 18 hours working out every day for a month, they would probably change how they billed things.

Not the best example. The upkeep cost of a gym is pretty flat regardless of how much people use the facilities. Two people can't use a single machine at the same time make it wear out twice as fast. The price of memberships is not correlated to usage, it's inversely correlated to the number of memberships sold.

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Two people can't use a machine at the same time is the issue. If you have 50 machines and 200 customers all of whom want to be in the gym 18 hours per day that's quickly going to lead to cancelled subscriptions. Now you need more space and machines or some other way to balance things.
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Agreed, but it's an indirect causal link, not a direct one. If the demand far outstrips the possibly supply the demand will have to go down, and it can either go down by people accepting that they can't be in the gym as much time as they would like, or as you say by memberships being cancelled (in which case the price may go up or something else might change).
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>Two people can't use a single machine at the same time make it wear out twice as fast

The machine doesn't care about the number of people using it. If it's constantly being used, it will wear out faster. You are conflating "we price based on expected under-utilization" with "costs don't scale with usage." Those are different things.

The inverse correlation you talk about isn't relevant here - People buy gym memberships intending to go, feel good about the intention, and then don't follow through. The business model is built on that gap. That's pretty specific to fitness and a handful of similar industries where aspiration drives purchase.

Anthropic doesn't sell based on a "golly gee I hope people dont use this" gap - they sell compute. Different business.

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> Anthropic doesn't sell based on a "golly gee I hope people dont use this" gap - they sell compute. Different business.

There is nothing anywhere hinting at that.

They don’t sell compute. They sell a subscription for LLM token budgets that they hope people don’t use because the compute is vastly more expensive than what they charge or what users are ever willing to pay.

Especially with enterprise subscription plans the idea is for customers to never utilize anywhere close to their limits.

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>If it's constantly being used, it will wear out faster.

Yeah, but there's an absolute limit to that, beyond which the cost doesn't keep increasing. Beyond that point, the QoS goes down (queues).

>You are conflating "we price based on expected under-utilization" with "costs don't scale with usage."

I'm not conflating anything, I'm responding to what you said:

>If gyms faced a situation where people would go and spend 18 hours working out every day for a month, they would probably change how they billed things.

Why would a gym need to change how they bill things if all their customers were aiming for maximal utilization, when their costs would barely see any change? I doubt your typical gym operates on razor-thin margins.

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Gym costs absolutely scale with usage. Equipment wears faster under heavier use. Cleaning and maintenance staff hours scale with how much the facility is used. Consumables like towels, soap, and chalk go faster. HVAC runs harder. The reason gyms can offer flat-rate pricing is that they bet on under-utilization, not that costs are flat.

Setting that aside, even if we accept your argument that gym costs barely scale with usage, then that makes gyms a bad comparison case for Anthropic, whose costs directly scale with usage. You can't use the gym model to defend Anthropic's pricing decisions if the two cost structures are nothing alike.

I'm arguing that both gyms and Anthropic have usage costs that scale with usage, but gym business model assumes a large margin of under-utilization and there's a hard cap to "power user" - I think both of those extremes don't apply to Anthropic's situation. Under-utilizers aren't paying for AI they have a free tier. There's also a natural ceiling on how much any one person can use a gym. There's no equivalent constraint on API usage.

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> The reason gyms can offer flat-rate pricing is that they bet on under-utilization, not that costs are flat.

Yes. In fact i remember hearing about a gym which offered a flat-rate pricing model but explicitly excluded certain professions from partaking in it. I remember the deal was excluding police, bouncers, models, actors and air stewardesses. They had a separate more costly tier for these people. (And I think i heard about it from the indignation the deal has caused online.)

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>You can't use the gym model to defend Anthropic's pricing decisions if the two cost structures are nothing alike.

Am I? I think you read something into my comments that I didn't write.

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> Under-utilizers aren't paying for AI they have a free tier.

Sure they do. Free tiers suck. I may not always need to use AI, but when I need it, I don't want to immediately get hit by stupidly low quotas and rate limits, or get anything but SOTA models.

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à la carte is honest; overprovisioning just slows progress by preventing demand from creating pressure to innovate proper solutions.
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The commons? Tragic.
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> I feel like Anthropic is going down a bad path here with billing things this way.

What do you expect them to do? You are looking at a business currently running at a loss, and complaining about their billing even though this is not a price-rise?

Unrelated, is it still possible to use $10k/m worth of tokens on their $200/plan?

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They seem to know what they’re doing. Anthropic entered 2025 with a run rate of $1 billion; the run rate for March 2026 is estimated at $19 billion.

Internal projections show the company reaching cash-flow break-even in 2028, after stopping cash burn in 2027.

They’ve already implemented several of the features that put OpenClaw on the map.

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> Anthropic entered 2025 with a run rate of $1 billion; the run rate for March 2026 is estimated at $19 billion.

I don't know what that means in this context.

> Internal projections show the company reaching cash-flow break-even in 2028, after stopping cash burn in 2027.

What does that have to do with them implementing restrictions on their plans because they are currently running at a loss?

Okay, lets say their internal projections[1] are accurate: were those before or after Openclaw released? Maybe their projections were made on the assumption that people would stop using $10k/m worth of tokens on a $200/m plan? Or that those users doing that will only be doing code? Or that the plan users won't be running requests at a rate of 5/minute, every minute of every hour of every day?

--------------------------------

[1] Where did you find those projections? I'm skeptical, at their current prices and current plans, that a break-even at any point in the future is possible unless they shut off or severely scale down training. Running at a per-unit loss means that the more you sell, the larger your loss - increasing your sales increases your loss.

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If you can do less for the same price, that is in effect a price increase.
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We can hope that they optimize the models. I still think its going to be very hard for them to charge $100 or $200 a month at scale from many people, especially with AI "taking jobs". To the extent that happens most of those people won't find replacement income.
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>Especially as local LLM continues to develop so fast.

I'm sorry is there anything even close to sonnet, much less opus, that can be run on a 4080? Or 64gb of ram, even slowly?

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Look for the current crop of local Mixture of Experts models, where it seems like they've made inroads on the O(n^2) context attention cost problem. Several folks have mentioned Qwen, but there's many more of that ilk. Several of them actually score really high on benchmarks. But when I mess with one of them locally by hand myself, (I have a 3090), it feels a bit like last year's Sonnet. They don't quite make the leaps of understanding you get from Opus.

* Weird thing of the day: https://huggingface.co/Jackrong/Qwen3.5-27B-Claude-4.6-Opus-...

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Well, I reinstalled LM Studio today after some ~10 months since I last used it, just to test Gemma 4. On my PC with 32GB RAM and 4070 Ti (12GB VRAM), it (Gemma 4 26B A4B Q4_K_M) loads and runs reasonably fast, with no manual parameter or configuration tuning - just out of the box, on fresh install - and delivers results usable results on the level I remember expecting from SOTA cloud models 12-16 months ago. And handles image input, too. I'm quite impressed with it, TBH. It's something I can finally see myself using, and yay, it even leaves some RAM and VRAM left for doing other stuff.
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You can run SOTA local MoE models very slowly by streaming the weights in from a fast PCIe 5 SSD. Kimi 2.5 (generally considered in the ballpark of current sonnet, not opus of course) has been measured as 2 tok/s on Apple M5 hardware, which is the best-case performance unless you have niche HEDT hardware with lots of PCIe lanes to attach storage to and figure out how to use that amount of parallel transfer throughput.
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A ~$5000 USD Macbook can run open source models that are competitive with GPT 3.5 or Sonnet 3. So on nice consumer hardware you can have the original groundbreaking ChatGPT experience that runs locally.
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Qwen 3.5, Gemma 4
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You can use the API with CC, you just need to log out and log in, selecting API usage.
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Train a generation to min/max stats and then put them in a time box limit and then explain to them why “this is normal”.

The issue is, and always will be, competing views on what these services are for. Most, see them as augments of their normal everyday workflow. Others see it as the tool that allows their creativity to flow as fast as their thoughts do. The problem is the service is more than capable of catering to both but the creative vibe commander will hit those limits far faster. Simply telling them to “take a break” is a kin to those video game screen nags that developers were forced to put into games to remind people to pee.

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> Theoretically you can max out every 5 hour window, but they lose money on that.

This typically results in a ban for TOS violations after a few windows in a row on a claude subscription

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I have maxed out my 5 hour limits and my weekly limits fairly regularly, when I did a bunch of editing work on long form writing next to having CC run a few coding tasks over the xmas holidys - I only slept a few hours at night an timed those roughly (by chance) with my limits.

I neither got a warning or a ban or anything - and that was with the double token amount during those days.

So I don't see human usage being something they ban for TOS violation, like you describe. But as always YMMV.

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Was this on a new (few months) or significantly older account?
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It wouldn't really surprise me if their automatic systems are, one way or another, looking for that sleep period. Those ostensibly human users who use the service with no breaks for sleep would be naturally suspect.
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What are they going to ban you for? Using their products? If Anthropic didn't want you to use their LLMs around the clock they wouldn't publish the features on their consumer app to do just that.
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I don't believe that Anthropic looses money when heavy users consume the max amount of tokens.

do you have any proof of your statement ?

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If we do same work via Subscription and API , the subscription is way cheaper. So if we compare them yes they loose money.
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Obviously, Anthropic is a private company, so nobody here is going to know their financials (who is at liberty to share them). I'm not GP, but I think it's reasonable to assume the subscription is priced based on average usage, and that's a major reason it's so much cheaper than API prices.
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none of them are making any money yet. they all lose.
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If you maximise the usage of your quota you are not doing anything wrong. They just tricked people I to thinking they quota was higher than it was really was and when people found a way of maximizing that, they had to cut it.
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> Theoretically you can max out every 5 hour window, but they lose money on that.

Then it's not priced correctly. As I said, you can do all of this without OpenClaw.. claude code ships with everything you need to maximize the limits.

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It is priced incorrectly, but that is intentional. You can't create a tiered paid plan for the whole world that fits everyone. You can't create nuanced extra plans to satisfy all the outliers. It's an bet to keep the customers and still having a good margin. Think of ecom, returns are a big struggle for any large company because they are unpredictable and subject to abuse, shipping fees are just an sophisticated guess to cover that cost. Not a subscription, same mechanics. The only thing here to criticize is, if it's a good thing to make everything a subscription and disguise the real cost.
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>You can't create a tiered paid plan for the whole world that fits everyone.

I mean, you can. Electricity is already sold that way. Subscribers with uncharacteristic usage spikes don't get blackouts, they get a slightly larger bill, and perhaps get moved up a tier.

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Very valid. My comment was fixated around the fact that big tech has the addiction to have subscriptions for everything. It's common that you provide generic subscription plans for the masses and supply "call us" custom plans for the specific (usually corporate) needs. If anthropic doesn't provide that or vibe coders are too cheap to do that, then those are issues, but the subscription models are itself valid. It is certainly misleading to a degree, but we've stopped complaining about this a while ago.
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It's pretty stupid because as others in this thread have pointed out it's already not a flat plan. Even from their side it makes zero sense to bill things this way rather than based on usage. It's not like a VPS where your VM shares the hardware, which consumes electricity more or less regardless of what you use the machine for.
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Those yottabytes of VRAM are also consuming electricity constantly.
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The difference being that an LLM request is not an operating system. Since they're compartmentalized and ephemeral, you can very easily distribute requests among your available hardware so that you can switch off machines during periods of low activity.
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Your capital costs for buying those machines don't go away.
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That's a problem that already exists in power generation and delivery, and it's already been solved. Bills are sums of fixed terms and variable terms.
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Custom payment schemes are late stage profit generation. It requires hoards of salespeople or an AI that can actually do math.

It's just how hyperscaling works. You are not wrong, but in the wrong timeline.

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I'm not talking about custom, negotiated service contracts, I'm talking about simply charging people for what they use.
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But that would be using (a special Claude code version) of the API; as it stands now, I have tried the current api for fun and I hit $200 well within an hour. So if they would charge for real use, no one would use it as there are competitors who have less harsh limits with tier plans still. If all go away then I will be running open models on vast.ai or so as those are now viable (been testing with glm 5 and it's great for coding). So tier subscriptions cannot go away as it will end those companies fast.
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No, it is priced correctly.

Just because outliers can be money-losing doesn’t mean you should raise the price for everyone.

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> Just because outliers can be money-losing doesn’t mean you should raise the price for everyone.

If they are losing money then it's not priced correctly. That's what I responded to.

Yes, subscriptions work as you say. Plenty of people under utilize subscriptions from prime, to credit cards, to netflix. But if they lost money overall, they too would raise prices. Because that's how economics works. Shortage of capacity, high demand, raise prices until equilibrium.

There's other knobs beyond ToS. They just didn't choose those options.

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I think "offer unlimited but TOS ban behaviors that would cost too much to support" is actually a very normal way that things work instead of "raise prices until equilibrium is reached", including in credit cards. Credit cards do simply ban people they think are "rewards churning" based on a completely subjective TOS policy for example.

Raising prices is a bad strategy if you have a smaller base that costs enormously larger than the rest. "A million users that cost $1 and one user that costs $10 million, charge everyone $10 equilibrium", you're screwing over almost all of your users. The $20/month sub price is basically just not trying to capture the openclaw users, it doesn't make sense that all of the vanilla Claude users should subsidize them (and in fact it wouldn't even work because they will just go to Gemini or ChatGPT if your cheapest paid plan was very expensive to try to subsidize the other users)

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Yes, it's an unsurprising strategic choice. It's just sloppy PR that places the blame on OpenClaw somehow being irresponsible, when the actual rationale has little to do with that.
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> If they are losing money then it's not priced correctly.

Just a few years ago this was the standard business model for startups: attract VC money, offer plans at a loss, capture a huge market, boil the frog with incremental price increases to become profitable.

Companies like Uber wouldn't have been anywhere near as successful if they had been forced to make a profit from day one.

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Yes, they chose the knob of ToS, because that was the way to price it correctly.
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The market will determine if it was the correct choice. I don't think it's an obviously bad choice on their part.
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Yes, and they are in control of Claude Code, so they are fine with that. If it causes problems they can tweak it. If OpenClaw causes problems they can’t.
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> You aren't paying to be using that limit all of the time.

The erosion of the norm of things doing what they advertise rather than being weasel-worded BS is particularly unfortunate, and leads to claims like this.

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Efficient token use will be the new code/vim golf.

Whether it's human token use, or future OpenClaws

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I've mention before that we should have a look at Telegraph/telegram speak. There was a HUGE industry in word efficiency at that time. There are hundreds of books.

I even think an LLM trained to communicate using telegram style might even be faster and way cheaper.

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Reminds me of the terminus agent/harness on the terminal-bench coding benchmark - they just send send keystrokes to a tmux session. They score pretty well.

https://www.tbench.ai/news/terminus

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> I've mention before that we should have a look at Telegraph/telegram speak.

.- -. -.. / .. --..-- / ..-. --- .-. / --- -. . --..-- / .-- . .-.. -.-. --- -- . / --- ..- .-. / -. . .-- / - . .-.. . --. .-. .- -- -....- -... .- ... . -.. / --- ...- . .-. .-.. --- .-. -.. ...

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.--. .-. .- .. ... . -.. / -... .
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Why use many word when few do trick?
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It’s the new cloud cost vector, where cutting 2K from context on a busy service saves $xxxxx.

Terse.

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Like "Token Usage Consulting" companies popping up now? :-D
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No org doing real work cares about token use costs.

This mainly just affects hobbyists.

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Token use cost can easily get as large as dev salaries. Even real businesses care about that.
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> You are paying to be using that limit some of the time.

This makes zero sense. I'm paying to use that limit all of the time. If that's too much for Anthropic, they are free to lower the limits or increase the price. Claiming otherwise would be false advertising.

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They did? What do you think that email to the user was about?
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They lowered limits opaquely before this. They "announced it" in a twitter by a tech lead. This time it was in an email on a Friday to only some customers.
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Tell me you are not using Anthropic without telling me. Bursts of unlimited usage was never the case. And I bet their infrastructure doesn’t like bursts as much as more spread out activity.
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you can write automated MCP tools that run within claude code, and could theoretically generate as high a load as any other automated/3rd party agent. You can also do loops that burn tokens incredibly fast. This is allowed with no caveats (I use MCP's basically to test what I'd like to try with the API...) So this explanation just seems a lil hollow.
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When you can’t enforce everything at once, you go where the most acute problems are. I imagine when your MCP avenue of abuse catches on—like this other category of harnesses did—to such a scale as to become a problem impacting us folk trying to go about our business… when that’s where the problems shift, I imagine (and hope) Anthropic will crack down on that vector too. To keep the service usable for us ordinary meatbags.

I’m glad they give us the leeway to experiment, and I’m also glad they weed the garden from time to time. To switch metaphors, I’m deeply frustrated when my very modest, commuter-grade use gets run off the figurative highway by figurative hot-rodders. It’s been extra-529y this week, and it’s about time they reined it in a little.

You’re always welcome to pay-as-you-go for as many tokens as you’d like to burn on their infrastructure… or to compute against any of the wide array of ever-improving open models on commodity compute providers…

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>>when your MCP avenue of abuse catches on

Thats an interesting way of phrasing it - so is there a way to use the quota that's not 'abuse'? MCP/claude code seems to be want they want you to use it - are loops or ralph abuse as well ?

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I take your point, the way I used “abuse” there probably carries more charge than I’d meant it to. It’s a totally valid way to use the technology, it’s “abusive” only of the subscription program. And I agree: Anthropic clearly want people to industrialize and automate usage. But that’s not what the subscription product is for. Use all the loops you want, burn all the tokens you want—just pay what they cost.

> is there a way to use the quota that's not 'abuse'?

I think my answer is “no.” In that I’ve never thought of the limits as “quotas,” and I don’t think I’ve heard Anthropic speak of them that way. Quotas are to be used up, while limits are to signal that what you’re doing is outside the envelope of acceptable use. Quotas are to be met, limits are to be avoided.

I interpret the intention of the subscription, like a membership at a makerspace, to be to allow novices to experiment with stuff, to take on personal-scale projects, to allow them to learn without having to understand the tool’s economics upfront. To play without fear of expensive mistakes.

And, like the makerspace, it can only offer generous limits to the extent that most of us rarely bump up against them. If you’re doing production runs in the makerspace, you’re crowding out the other members, and something’s gotta give.

To the extent that we do bump against the limits during “ordinary” use—and we do with Claude Code, especially those of us around here—it’s really frustrating. The limits need to rise in order for it to remain attractive to casual users like me, the economics still need to add up for the subscription program as a whole, and part of that is separating out what patterns of use belong under a different regime.

If these harnesses or OpenClaws or whatever stop making sense as soon as they have to pay their actual costs, then that’s a pretty good sign they’re abusing the spirit of the subscription.

But Anthropic seem more than happy to service those uses via the API or metered usage, and even to sweeten the deal with more reliable access and bulk discounts. I certainly wouldn’t characterize the same automated usage as “abuse” via that channel.

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>>I take your point, the way I used “abuse” there probably carries more charge than I’d meant it to.

Fair enough.

>> But that’s not what the subscription product is for.

This was the point I was trying to make - I pay for XX tokens/usage. But somehow using them all is 'taking advantage' ?

BTW - I'm actually not complaining about the limits - I probably only use half my tokens on average week. I'm just annoyed at having to jump thru hoops if I want to try something 'API' oriented. For me, AI is still the new shiny - I try all different sorts of things learning/playing. There was an article posted today about writing agent harnesses. That could be interesting - maybe I want to try my hand at it. But then I've got to mess around/pay extra to _try_ something I that my subscription already easily covers.

[added:] >>to take on personal-scale projects, to allow them to learn without having to understand the tool’s economics upfront. To play without fear of expensive mistakes.

This is exactly what I'm trying to do - however, as soon as you want to try anything 'API' oriented, the 'fear of expensive mistakes' comes right back.

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It's not difficult at all to burn through your weekly limit just writing code.
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Yes, but very few people are actually doing that compared to OpenClaw. If everyone else was doing that, they'd be cracking down on it too.
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While you can write an automated tool to consume all their tokens, I strongly suspect most users, like myself, are not doing that. So even if Anthropic loses money on a power user, they profit overall and keep public sentiment high by not alienating users with restrictions. It's an optimization problem of making a profit off the average used while staying low enough to attract customers, even if that means some users cost more than they pay.

More users spinning up OpenClaw means that balance starts to shift towards more users maxing their tokens, thus the average increases, so I think their explanation makes sense still.

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>>So even if Anthropic loses money on a power user, they profit overall and keep public sentiment high by not alienating users with restrictions

So they profit overall if I use all my tokens either way? Again, I understand usage limits - I just don't understand why some usage is 'good' and some 'bad' if I'm using the same either way.

>>More users spinning up OpenClaw

I'm pretty sure that's a small percentage of overall users, and probably skewed towards the very people that would be recommending/implementing you model for work/businesses. Seems like that would be the group you are encouraging/cultivating ?

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Anthropic is much more concerned about what people are ACTUALLY doing than what they could, in theory, be doing.
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My company has several MCPs that our very token intensive, but it seems that with Claude Code, usage is throttled even before hitting limits. I don't have any proof, but often when using intensive MCPs, Claude Code will just stall for 10+ minutes.

I wonder if anyone else has experienced this?

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How can an OpenClaw user use 6 times what a human subscriber is using when I'm four hours into the week and 15% of my weekly limit is already used up, just by coding? OpenClaw can't use 600% of my weekly limits.
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>How can an OpenClaw user use 6 times what a human subscriber is using when I'm four hours into the week and 15% of my weekly limit is already used up, just by coding?

Perhaps because your Claude agent usage is not representative of the average user, and closer to the average OpenClaw user levels...

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Not sure what tier you're on.

Basically; spin up in the morning eats a lot of tokens because the cache is cold. This has actually gotten worse now that Opus supports a 1Mt context.

So: compact before closing up for the night (reduces the size of the cache that needs to be spun up); and the default cache life is 5 minutes, so keep a heartbeat running when you step away from the keyboard to keep the cache warm.

Also, things like web-research eat context like crazy. Keep those separate, and ask for an md report with the key findings to feed into your main.

This is not exhaustive list and it's potentially subtly wrong sometimes. But it's a good band-aid.

https://news.ycombinator.com/item?id=47616297

Know what's funny? Openclaw might actually burn less tokens than a naive claude code user; if configured correctly. %-/

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I'm on the $100 tier, but I don't use OpenClaw. My point is it can't use more than 100% of my limit, so "6-8x more" is only possible if you use 15% of your subscription normally.
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Right. I was editing to add more info. Possibly you already know the usage tricks I list above. The world is still very messy and not much is documented properly.

And I'm skeptical of the 6x-8x claim myself. They'd have to explain that in more detail.

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Oh actually the cache trick is neat, I hadn't considered it, thanks!
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Man, I run 3-5 sessions an evening for 5-6 hours, and longer on weekends and feel like I'm barely using what I paid for. I've only hit five hour limits a small number of times. Genuinely baffled when I hear people blow through tokens apparently several times faster than me. Are you going out of your way to design complex subagent workflows or something? I just let claude code use subagents when it wants to but don't give it any extra direction to use them.
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Without data, this is just a bunk excuse to defend the walled garden practices.

With data, it's an engineering target.

They could just 429 badly behaved clients.

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They already 429 everyone! That's the crazy thing. They already have strict limits that we all keep hitting regularly.
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