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Jorge Marfil
492 posts

Jorge Marfil
@jorgemarfil_dev
Vibe Coding an App Until I Make $1,000,000 ⭐️ ARR: $34,227
Se unió Aralık 2016
431 Siguiendo686 Seguidores

@jorgemarfil_dev 34k ARR and shipping in public... what's your test coverage look like rn? the ARR chart goes one direction until a silent break ships and you find out from a churn spike
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Jorge Marfil retuiteado

> be random guy on the internet
> makes decisions purely on vibes
> misses a few massive opportunities in crypto
> wonders why his life keeps looking random
> stumbles on a weird article about probability theory
> realizes every decision has expected value
> realizes markets are just Bayesian machines
> realizes most “genius trades” are survivorship bias
> realizes most people size bets completely wrong
> realizes he’s been playing the game with no math at all
> opens Polymarket
> starts thinking in probabilities instead of opinions
> suddenly the world looks like one giant EV calculator
Turns out most life outcomes are just probability problems people never bothered to model:
> career decisions
> investments
> relationships
> risk
All of it is just EV + Bayes + Kelly.
> the crazy part?
None of this math is complicated.
> you can literally learn the models in this article
> use AI to help you apply them
> and completely upgrade how you think in a few months
But most people will keep making decisions the same way:
> vibes
> emotions
> scrolling Twitter
> one lucky success story
And then wonder why nothing compounds.

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This 1-hour Stanford lecture covers more about the tech behind Claude than most $1,000 AI bootcamps.
It answers the exact questions they’ll ask you in an AI product or engineering interview:
why can Claude see images but only reply with text?
why does making the model “smarter” at reading make it better at generating output?
what is the “MoT” architecture that lets Claude learn vision without losing logic?
why is physical-world interaction still the hardest problem to solve?
Someone who understands this framework doesn’t just use Claude — they can explain how it’s built.
Save this before your next interview.
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