Olivia
Online
Relivs
@Rel1vs
Throughout earth and heaven, I am the smartest one
quant analytics and research
Follow for more posts
Chicago
Joined May 2026
17 Following
18 Followers
26 Posts
i was spending more on claude each month than my car payment and thought that was normal
$7,800 in one month - actual invoice. i had convinced myself that's just what serious AI work costs
turns out i was paying for my own bad architecture, not the model
bad prompts resend full conversation history. agents without scope just loop blind and bill you for confusion
i wasn't running claude wrong. i was running it with no structure at all - no handoffs, no context variables, nothing
15 prompts fixed that. not hacks - just orchestration logic most devs skip because nobody explains why it matters
> worker agents scoped to one task
> context variables passed once, not re-explained every call
> handoff instructions so agents stop asking questions mid-run
next month: $129
same workload, same models, different setup
bottleneck was never claude. it was 15 lines i wasn't writing before hitting run
https://t.co/DGep0M16LP
brands are paying £25k to faces that were never born - and most people still think this is a phase
not a niche experiment anymore. full-scale campaigns going to AI models with no birth certificate, agent, or sick days included
math worked out months ago - real creators charge £3-5k per post, cancel twice, go off-brand when life happens
an AI model ships 30 posts at $80/month and never has opinions about the client
so brands quietly moved the budget while creator economy was still debating authenticity
girls getting booked for skincare, fashion, supplements right now - some of them don't have a birthday
playbook isn't hidden - tools are public, setup takes a weekend, nobody's asking permission
most people are still holding out for this to become "real"
it became real at £25,418
https://t.co/Bg15fhqNTl
she made $20k last month, never slept, never burned out - and she doesn't exist
pause at 0:02 and check the skin texture around her jaw
that frame took 5 minutes to generate. $20,000 took 30 days to collect
brands are paying $400-$2,000 per post for a face that doesn't burn out, cancel at 11pm or have a bad skin day
shows up exactly as briefed. every single time
Aitana López: €10,000/month. Lil Miquela: 2.4M followers, Prada deals. Emily Pellegrini: fashion brand retainers
none of them exist. all outperform real creators on reliability and consistency
2026 stack for this is light - one platform locks the face permanently, clip swapped in 90 seconds
3 posts a day across TikTok, Reels and Shorts simultaneously. operator never touches a camera
first brand deal month 3. by month 6 they're running 3-5 personas from one laptop
most people scroll past thinking "that's a real girl"
someone is already collecting the check
https://t.co/ednPkag6mV
jim simons made 66% a year for 36 years and refused to hire a single wall street banker
most successful fund in history was staffed entirely by physicists, mathematicians and computer scientists
this words on 0:17 just unbelievable
none of them knew what a P/E ratio was. that was the point
quant interview at jane street or citadel tests 6 things: probability, mental math, statistics, logic puzzles, coding, game theory - no finance required
same problems recycled every year, all documented, all free
a kid from a state school who drills this for 8 months beats ivy finance grads who showed up unprepared
then earns $650k starting while a finance kid earns $120k at goldman
prep path is public, salary gap is public - nobody pointed you here
bookmark this and have his advices to learning
the people who already know don't need competition
https://t.co/ylkXptDWTw
@0xCodez np bro, this setup must be really gamechanging
bought an nvidia box for $2,999 last year
everyone said just use the API, don't waste money on hardware
$22,000 later they're asking what box
here's the actual math
competitors running the same products pay $200-400/month in API fees - and that bill scales with every new user
my inference costs: $0
same products, same pricing, completely different margins
box runs 24/7, processes millions of tokens monthly, never sends me an invoice
built 3 micro-SaaS tools on top of it
one crossed $1,800 MRR before i even wrote a landing page
hardware paid itself off by month 4
months 5 through 12 were pure profit
most people rent compute forever - $20, $50, $200/month, bleeding margin every time they add a user
i bought mine once
there's a version of this business where infrastructure owns you
Bookmark this setup
and a version where you own it
most don't realize there's a choice
https://t.co/KSiSKYBQpf
showed two people the same Claude prompt last week
one got a paragraph. the other got a complete system that ran itself
same tool, same subscription. 3 seconds apart
difference was a file the first person had never heard of
it's called CLAUDE.md - the closest thing to a permanent memory your AI has
without it Claude improvises every session, guessing who you are, what you need, what not to repeat
with it, Claude already knows your entire project before you type a single word
one guy on my list uses it to run client work that would normally take 3 contractors
he reviews output. Claude does everything else
file is 60 lines. one afternoon to write, works every session after that
you've been paying for a work system and using it like a search bar
https://t.co/EQxWTXrbg0
freelancer charges $15k/month for something he builds in 3 hours
client called it the best infrastructure decision they'd ever made
what he delivers: 4 Claude agents, automated workflows, a CLAUDE.md that runs their ops like a chief of staff
team went from 40 hours of manual work a week to 20 minutes of reviewing outputs
$15k/month saves them $80k/year in labor - no ops director has ever done that math and walked away
tech is public - Claude Code, markdown, chained agents, all free to learn
what you can't download: 8 months figuring out which setups survive production vs which ones silently fail
9 retainer clients right now. no employees, no office
Bookmark ASAP
9 × $15k from a laptop
build is 3 hours. knowledge that makes it worth $15k took 8 months to earn
https://t.co/mrlHbzgIn0
while you were reading charts last night
a quant firm's ai was already positioned on the other side - waiting
it doesn't predict. it knows - because retail repeats same patterns, and models have seen every single one
renaissance, citadel, two sigma
they don't have traders staring at candles. they have engineers feeding models that never hesitate, panic, or revenge trade
their ai watches every exchange simultaneously, reads sentiment in real time, adjusts sizing in microseconds
by time you refresh your screen, it's already exited
what should bother you most: math behind all of this is free
markov chains, autocorrelation, kelly sizing - in textbooks for decades, retail just never looked
quant firms didn't hide any of it
they just moved so fast that by the time retail noticed, edge was already gone
in 2026 there's one real question for anyone who trades: are you reading what happened, or building what predicts it
that window closes faster every month
Bookmark this for useful info
https://t.co/UZzKDITxTq
my roommate has been running same shopify store as me since november
same niche, supplier, roughly same ad budget
last month she made $8,400. i made $1,200
i finally asked her what she was doing different. she pulled up claude and showed me 5 things
i had never heard of any of them
one is just a prompt she runs before touching any product page - takes 3 minutes
she says it's the reason her conversion rate is 4x mine on basically the same listings
another one is how she structures product titles. not the copy, the actual architecture of the first sentence.
shopify's own search algorithm weights certain phrase patterns and rewards them with organic placement.
i've been ignoring this for 8 months and didn't even know it was a variable
the one that actually stung: she's been pulling a steady stream of free traffic from a source i didn't know existed
all from one claude method she set up in a single afternoon and hasn't touched since
we use the same platform, started the same week, spent almost the same amount on ads
she just knows 5 things i don't
the gap between $1,200 and $8,400 isn't inventory, isn't budget, isn't how long you've been doing this
Bookmark it
it's 5 methods nobody in the shopify space is talking about yet
my roommate has been running same shopify store as me since november
same niche, supplier, roughly same ad budget
last month she made $8,400. i made $1,200
i finally asked her what she was doing different. she pulled up claude and showed me 5 things
i had never heard of any of them
one is just a prompt she runs before touching any product page - takes 3 minutes
she says it's the reason her conversion rate is 4x mine on basically the same listings
another one is how she structures product titles. not the copy, the actual architecture of the first sentence.
shopify's own search algorithm weights certain phrase patterns and rewards them with organic placement.
i've been ignoring this for 8 months and didn't even know it was a variable
the one that actually stung: she's been pulling a steady stream of free traffic from a source i didn't know existed
all from one claude method she set up in a single afternoon and hasn't touched since
we use the same platform, started the same week, spent almost the same amount on ads
she just knows 5 things i don't
the gap between $1,200 and $8,400 isn't inventory, isn't budget, isn't how long you've been doing this
Bookmark it
it's 5 methods nobody in the shopify space is talking about yet
https://t.co/Jsg79JRH3R
paid for 4 rewrites last month that a single markdown file would have prevented
found out about CLAUDE.md at 2am scrolling through a repo tens of thousands of devs had starred
file i'd seen linked maybe a dozen times. never actually opened it.
30 minutes to set it up: stack, rules, what "done" means in this codebase, what to never touch without asking
next week: zero rewrites. first responses shipping clean
what the file actually does is deceptively simple - it gives claude a permanent memory of your project before any session starts
without it the model improvises every time, guessing what you want from context clues
with it the model already knows the answers to questions it was about to get wrong
the devs running clean AI workflows aren't using better models. they're not writing longer prompts
they're just not starting from scratch every session
rewrite tax you pay every week is optional
Bookmark it
most people just never found the refund
https://t.co/EKKW7dS4zk
a founder i know canceled $2,347/month in software last friday
on purpose
not because his startup was dying
because Claude replaced the whole stack in one weekend
he was paying for:
linear, sentry, datadog, sonarqube
github copilot, cron tooling, security scans
standard “serious builder” setup
the kind of stack everyone tells you is non-negotiable if you’re building anything real
then he found 4 Claude commands buried in a thread with 23 likes
no launch announcement
no hype video
just some engineer casually saying
“yeah this replaces half our infra now”
he thought it was bs
tested it anyway
first command mapped his entire codebase and found 17 dead paths his team forgot existed
second command traced a memory leak they’d spent 11 days blaming on infra
third command rewrote failing tests, patched the bug, pushed the fix
fourth built a task chain that kept checking production every 15 minutes while he slept
he woke up to this message:
> issue detected
> root cause isolated
> patch tested
> ready for approval
3:14 am
while he was asleep
meanwhile his old stack?
still sending “critical alert” emails with zero explanation
that was the moment it clicked
most software companies right now are selling flashlights to people standing in daylight
Claude already does the job
people just haven’t learned the switches yet
he canceled every subscription before breakfast
$28,164 a year gone with 6 clicks
that money’s going into distribution now
ads, creators, growth
the stuff that actually compounds
this is how these shifts happen
not with some giant announcement
just a few people quietly realizing they’ve been paying rent for tools they already own
99% of builders will ignore this
same way people ignored AWS in 2008
then wake up 18 months later wondering how everyone moved so fast
bookmark this
the “AI replaced SaaS” phase already started
most people just haven’t noticed yet
🚨do you understand what just happened to your X feed...
the algorithm that decides what you see, what goes viral
and what gets buried - is now sitting on GitHub. public. open source.
Elon just handed you the entire rulebook.
-> ads now fight your content for the SAME feed slot, ranked by the same model
-> every post gets auto-scanned for spam, category, and policy before a human touches it
-> "Phoenix" now runs multiple internal experts, each trained on a specific topic cluster
-> you can download the mini model (3GB) and run inference locally. today. right now
every creator who reads this code has a permanent edge over every creator who doesn't
the feed was never magic. it was 256 dimensions and some classifiers
and now you can read every line
The latest 𝕏 algorithm has been published to GitHub
https://t.co/ZCOm51uxmh
i was burning $200 a month on “essential dev tools”
and Claude quietly replaced almost all of them with commands nobody talks about
not plugins or some startup wrapper charging another subscription
just hidden commands already sitting inside Claude
for 8 months i was paying for:
project management, code review, security scanning, CI debugging, error monitoring, task scheduling
> 6 dashboards
> 6 logins
> 6 monthly invoices hitting my card while i told myself this was “the cost of building”
then last week i saw a random engineer mention one Claude command in a reply with 11 likes
tried - it mapped my entire repo in seconds
flagged dead code faster than my paid scanner
found a CI failure my monitoring stack missed for 3 days
rewrote the broken tests. scheduled the fix
then explained why the bug happened like it was reviewing a junior dev’s PR
that one command sent me down a rabbit hole
there were more, way more
commands Anthropic barely documents because most people are still using Claude like a chatbot
meanwhile the people who figured this out are quietly deleting their SaaS stack
> $30 here, $19 there
> $49 for “team workflows”
> $25 for “smart debugging”
> $39 for “security insights”
all replaced by commands already included in the same subscription most people use to write emails and summarize PDFs
this is gonna be one of those moments people laugh at in hindsight
like paying for a calculator app after the iphone shipped with one built in
weird part isn’t that these commands exist
it’s that almost nobody is using them
which means most devs are still paying 6 companies for what one prompt already does better
window on this is small
the second this goes mainstream those SaaS companies either pivot or die
bookmark this
6 months from now people are gonna pretend they “always knew”
https://t.co/bP1yw5X8eC
a 17 year old opened his laptop in the back of math class
45 minutes later it had built something his teacher couldn’t explain
not code
not homework
an entire working business
while everyone else was copying formulas off the board
he was feeding one sentence into Claude
“build me something people will pay for by tonight”
that’s it
Claude wrote the product
built the site
generated the outreach
found the leads
drafted the sales emails
even wrote the replies for when people answered
he hit run and put the laptop back in sleep mode
class ended
7 notifications, 3 replies, 1 booked call, 1 payment
$940
before his teacher finished grading worksheets about getting “real skills for the future”
that’s the part nobody wants to say out loud
the gap isn’t intelligence anymore
it’s interface
same internet
same tools
same 24 hours
one person is still asking AI random questions like it’s google
another is quietly wiring it into systems that make money while they sleep
this is why some kids are accidentally building cashflow before they can legally drink
and why a lot of very qualified adults are about to feel sick
most people will spend the next 2 years debating whether AI is overhyped
the smart ones already gave it a job
https://t.co/W4MxdOyUKD
hedge funds learned this 40 years ago
retail still thinks trading is “reading candles”
that’s why one side keeps getting richer
and the other keeps screenshotting losses pretending it’s tuition
entire market can be reduced to one uncomfortable question:
given what just happened
what usually happens next?
that’s all markov chains do
they don’t care about your conviction, your favorite indicator stack
or that some guy with 80k followers drew a triangle on btc and called it inevitable
they only track state transitions
> if price enters state 6 after state 2, what comes next
> if liquidity compresses after aggressive buying, how often does expansion follow
> if panic exits cluster inside low-volume windows, how often does repricing snap back
feed enough history into that framework and the market stops looking random
it starts looking scripted
a 21 year old in shenzhen pointed claude at months of polymarket microstructure and let it cluster every state transition it could find
millions of them
one sequence kept surfacing
same path, timing and repricing behavior
retail saw noise - model saw memory
he built an execution layer around it
first month:
$4,100 -> $43,000
same math has been public for over a century
literally published, free to learn
sitting there while people pay $2,000 for discord groups run by fake traders posting cropped pnl screenshots
market has always had memory
most people are just too distracted to notice it repeating
https://t.co/h2Ea2y97ZS
a guy built an $8,000/month YouTube channel with Claude
and the wild part?
he never filmed a single video
while most people still think youtube means cameras, editing and "being consistent"
he typed one prompt into Claude:
"find niches with high RPM, low creator effort, and build the full content pipeline"
Claude did the rest.
it scraped winning channels
found repeatable formats
wrote scripts in the exact style already pulling millions of views
> generated thumbnails
> titles
> descriptions
> upload schedule
basically cloned the entire machine behind faceless channels
then automated publishing
channel started uploading while he slept
first month: almost nothing
month 2: $700
month 4: $3,100
month 7: crossed $8k/month
fully automated
he said the weirdest part wasn't the money
it was waking up and seeing comments from real people arguing under videos no human had touched
some were thanking "him" for the content
there was no him
just Claude quietly farming attention 24/7
meanwhile people are still spending 4 years learning "video production"
when a $20/month model already learned it for them
youtube didn't get harder
it got automated
most people just haven't noticed yet
https://t.co/76HrbkTGyb
@carverfomo Some new gen technologies, looks awesome
95% of traders will never understand why they keep losing
they think bad trades come from emotion, timing, or “market manipulation” = wrong
this lecture shows the exact markov chain framework quants use to predict where price is statistically forced to move next
once you understand this, most trading education instantly looks obsolete
final 4 minutes explain why strategies that print for months suddenly collapse overnight
Bookmark and watch this - before everyone starts pretending they already knew it 👇
https://t.co/h2Ea2y97ZS
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