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Measuring Claude 4.7's tokenizer costs

claudecodecamp.com

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Re: Measuring Claude 4.7's tokenizer costs

#21

Yeah. I just did a day with 4.7 and I won't be going back for a while. It is just too expensive. On top of the tokenization the thinking seems like it is eating a lot more too.

yeah i am still not clear why there are 5 effort modes now on top of more expensive tokenization

Re: Measuring Claude 4.7's tokenizer costs

#22
post #3

Earlier quoted context omitted.

haven't people been complaining lately about 4.6 getting worse?

People complain about a lot of things. Claude has been fine: https://marginlab.ai/trackers/claude-code-historical-perform...

I will be the first to acknowledge that humans are a bad judge of performance and that some of the allegations are likely just hallucinations...

But... Are you really going to completely rely on benchmarks that have time and time again be shown to be gamed as the complete story?

My take: It is pretty clear that the capacity crunch is real and the changes they made to effort are in part to reduce that. It likely changed the experience for users.

Re: Measuring Claude 4.7's tokenizer costs

#24
post #14

Just yesterday I was happy to have gotten my weekly limit reset [1]. And although I've been doing a lot of mockup work (so a lot of HTML getting written), I think the 1M token stuff is absolutely eating up tokens like CRAZY. I'm already at 27% of my weekly limit in ONE DAY. https://news.ycombinator.com/item?id=47799256

yeah similar for me - it uses a bunch more tokens and I haven’t been able to tell the ROI in terms of better instruction following

it seems to hallucinate a bit more (anecdotal)

Re: Measuring Claude 4.7's tokenizer costs

#25
post #12

And what about with Caveman[1]? 1. https://github.com/juliusbrussee/caveman

Can we have one thread about Claude without people trying to shovel Caveman?

Much of the token usage is in reasoning, exploring, and code generation rather than outputs to the user.

Does making Claude sound like a caveman actually move the needle on costs? I am not sure anymore whether people are serious about this.

To me, caveman sounds bad and is not as easy to understand compared to normal English.

Re: Measuring Claude 4.7's tokenizer costs

#26

Interesting because I already felt like current models spit out too much garbage verbose code that a human would write in a far more terse, beautiful and grokable way

yeah opus 4.7 feels a lot more verbose - i think they changed the system prompt and removed instructions to be terse in its responses

Re: Measuring Claude 4.7's tokenizer costs

#27
The fundamental problem with these frontier model companies is that they're incentivized to create models that burn through more tokens, full stop. It's a tale as old as capitalism: you wake up every day and choose to deliver more value to your customers or your shareholders, you cannot do both simultaneously forever.

People love to throw around "this is the dumbest AI will ever be", but the corollary to that is "this is the most aligned the incentives between model providers and customers will ever be" because we're all just burning VC money for now.

Re: Measuring Claude 4.7's tokenizer costs

#28
I don't know anything about tokens. Anthropic says Pro has "more usage*", Max has 5x or 20x "more usage*" than Pro. The link to "usage limits" says "determines how many messages you can send". Clearly no one is getting billed for tokens.

Re: Measuring Claude 4.7's tokenizer costs

#29
IMHO there is a point where incremental model quality will hit diminishing returns.

It is like comparing an 8K display to a 16K display because at normal viewing distance, the difference is imperceptible, but 16K comes at significant premium.

The same applies to intelligence. Sure, some users might register a meaningful bump, but if 99% can't tell the difference in their day-to-day work, does it matter?

A 20-30% cost increase needs to deliver a proportional leap in perceivable value.

Re: Measuring Claude 4.7's tokenizer costs

#30
post #14

Just yesterday I was happy to have gotten my weekly limit reset [1]. And although I've been doing a lot of mockup work (so a lot of HTML getting written), I think the 1M token stuff is absolutely eating up tokens like CRAZY. I'm already at 27% of my weekly limit in ONE DAY. https://news.ycombinator.com/item?id=47799256

I'm seeing the opposite. With Opus 4.7 and xhigh, I'm seeing less session usage , it's moving faster, and my weekly usage is not moving that much on a Team Pro account.
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