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it’s kinda crazy but i do think we’re seeing a turn

my company was easily spending $1m/month on tokens

sonnet 5.5 drops - we barely cracked half this month

it has to go down too, carbon is interesting, china has qwen 4 soon

coding isn’t sustainable growth - RLRVF is really effective for software development - labs are cracking the code, these models will have to get better at other things to be worth it


We’ve seen a similar drop in spend. 3-5x less for entire teams comparing September and October.

It’s not clear whether people are being more careful, or if the price per effort is in free fall.


Since Sol 6.1 came out, I have come nowhere close to my daily token budget. Previously, it was basically every day.

Would it partly be explained by Haiku 5.5?

At work I am stuck with Claude, but I was always mindful of the cost of that thing.

With aggressive clean session management and some judicious compacting, I get Opus to plan, Haiku to code, Sonnet to review.

I managed to reduce costs from ~$200 to ~$50 in a month, even when I started to use Claude for more tasks than I did before.


haiku maybe a little, i don’t think it had much usage, my company there aren’t many power users, they use the default which is sonnet 5.5 on medium with autocompact at 300k

most people probably still by hand or using it to review code usually

most of the spending was actually coming from a minority of power users


1m/month? whoever is running your company is out to lunch.

~2000 engineers with low adoption

1970 engineers too many

anthropic subscription does not allow 3rd party harnesses i believe

true, but it's also super easy to switch models via Bedrock (my harness switches subagents between A\, OAI, Kimi, Grok, etc... GLM 5.3 is locked behind some dumb request system which I personally believe is because Amazon is heavily invested in A\) and you're not locked in with the Claude Enterprise features (i swear to god if someone sends another claude artifact instead of publishing to git...)

did you ask the LLM to make a CNN instead haha, might’ve won

i’ve seen it and Cyrillic in the 5x family

Omnivoice is pretty good

i think SOC2 is about audibility more than anything - my guess - and i’m not an internal auditor or anything - is soc2 needs auditing for human changes, but a machine is just a “system behaving on its own”


Claire Saffitz makes cinnamon rolls with these cookies as the inner cinnamon filling, they’re so good with the spice


They make a great graham-cracker style crust for a skyr cake.


autoresearch can solve a lot of these issues and i am sure people are usually heavily heavily subsidized subscriptions

article seems very salty and im not sure why

also the economics is you open source something and its saves every one money and opens up more cross compile support, i bet this will scare companies to support linux more properly before linux users just start getting very good at cloning


LLMs could’ve been developed a lot slower without capsizing the entire supply chain and been seen a lot more positively, China is building a lot of good AI with a minuscule of the compute power and it’s fine

there was never a need to rush other than for capitals self interest to control

if frontier labs wanna pace the frontier, they should be honest and return the compute back to the people


China is building good AI by distilling American models. I think that's a great thing, but Chinese progress is currently dependent on American progress, because China lacks the compute to train the largest models (as stated by DeepSeek's founder[1])

[1] https://sumsec.me/2026/liang-wenfeng-investor-meeting-transc...


i knew about the compute already (he was very public about i believe huawei under delivering the amount of chips he requested), but nowhere in that transcript does he say he's dependent on US progress for his own progress or he's distilling the US to make progress

i don't really think distilling is even that fundamental anymore (nor was the evidence ever that strong - https://msukhareva.substack.com/p/is-kimi-k3-really-distille...), the game is all RL now, and you don't need american progress for that at all (just compute and data, and the data brokers will sell to anyone no problem)

i do think there are black market proxies from china to the US trying to sell "claude" and "deepseek" access mixed together, and i do think that prompt distribution is probably going to be very nice datasets


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