Ragnar

professional

[Aakash Gupta @aakashgupta]

Let me explain exactly why OpenAI will sell you $14,000 of compute for $200, because the margin math only looks suicidal until you read it like an actuary.

A subscription is a premium. Tokens are claims. The weekly limit is the coverage cap. Insurance books get priced on the pool's average utilization, and that $14,000 figure is the maximum.

Back out the breakevens from SemiAnalysis's 75% gross margin assumption. A chatgpt-pro-20x subscriber stays profitable for OpenAI up to 5.7% utilization. Anthropic's max-20x plan holds to 10%. Meanwhile the median $20 subscriber asks a few questions a day and burns low single digits of their cap. Whales blowing through weekly coding limits get carried by millions of quiet users who barely touch theirs.

The caps hide the best detail. $700 vs $400. $3,500 vs $2,000. $14,000 vs $8,000. OpenAI's ceiling sits at exactly 1.75x Anthropic's at every single price point. One constant ratio across three independent tiers. Somebody set these limits with a competitor's spreadsheet open.

Rate limits do the actuarial work too. The worst possible whale costs OpenAI about $3,300 a month and Anthropic about $1,800, and the loss stops there by design. A hard ceiling on claims, written directly into the product. Actuaries spend entire careers wishing for that clause.

Now the deflation argument, and the catch inside it. a16z measured inference cost falling 10x per year, but that decline holds for a fixed level of intelligence. Whales never sit at a fixed level. They ride each new frontier model the day it ships, so the cost curve never catches up to them.

Which makes the model behind the plan the entire game. Cutting limits triggers public backlash that trends for a week. Routing the $200 tier to a model deflation already made cheap is silent and repairs the book overnight. SemiAnalysis predicts labs will withhold new models from subscriptions, and the actuarial math agrees. Last year's frontier at this year's serving cost turns every whale profitable without touching a single limit. Insurers take claims costs as given. AI labs choose theirs.

Limits are the lever everyone watches. The model behind your plan is the lever nobody sees.

[Ragnar @CubicRagnar]

@MarcusMilione Bartering at the grand exchange made us men 🤣 wow great memories

[Ragnar @CubicRagnar]

@nickgerli1 I don’t understand how BofA has this data? How would they know if someone packed up and moved across the country?

[Ragnar @CubicRagnar]

@a16z Aaaaand let’s add gasoline to the bonfire of tokens burning.

[Ragnar @CubicRagnar]

@gjonesbass @eprombeats @BenUFO @FourTet Fucking ripper. Been digging this one

[Ragnar @CubicRagnar]

@T_Zahil The leading use case I see all over the internet (majority been non-technical people) is mostly sifting through comms to prioritize for you (email, slack, etc) and random admin stuff on your desktop. But who really has that much to do….

[Nostalgia @NostalgiaFolder]

And suddenly the man waking up for work at 6AM is no longer your dad

It’s you

[Ragnar @CubicRagnar]

@RamonPang What did he have to say about Clarity?

[Ragnar @CubicRagnar]

@perplexity_ai @grok what are the security implications for users of this?

[Ragnar @CubicRagnar]

@adxtyahq Literally just bought an M4 like two weeks ago…..should I return it?

[skooks @skooookum]

Every evening I go to bed excited to drink a coffee the next morning.

[Ragnar @CubicRagnar]

@TheAhmadOsman

[Ragnar @CubicRagnar]

@Hunter_Weiss I think the major overarching point is that we are no longer capable of identifying what “peak acceleration” is.

[Ragnar @CubicRagnar]

@ARCRaidersGame this makes the game so incredible hard to enjoy and ruins the gameplay. I want all my loot back.

[Ragnar @CubicRagnar]

@ARCRaidersGame it’s impossible for me to actually even attempt to kill the matriarch. This is the second game in a row where I’ve come fully kitted in solos, made friendlies, only to die to a rat right as I make progress. A cheater just dropped 3 of us with a kettle.

[Ragnar @CubicRagnar]

@vibemarketingg @mdnlabs I searched “MacBook Pro 2025” and it just flagged error messages with no results.

[Ragnar @CubicRagnar]

@StoneMountain64 I loved it till an asshole in solos didn’t hesitate to shoot on site. Downed in the blink of an eye

[Ragnar @CubicRagnar]

I wish there was a 30 minute version of Perpetual Bloom @gjonesbass

[Ragnar @CubicRagnar]

@JakeSucky Ah it’s always refreshing to hear pc kids still complaining about aim assist