If this is difficult for you, you are heading in the right direction.
Joined May 2021
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- Following 449
- Followers 222
- Likes 2,137
70 Photos and videos
Jun 8
His Dad Came Home Once a Year From Service. The Gift Was One GPU. Now It Prints $67,000/Month.
His dad comes home once a year from service.
For Tyler's 15th birthday - one NVIDIA RTX 4090.
"For your games, buddy."
Tyler never opened a single game.
Connected it to Vast.ai in 14 minutes.
AI companies started renting it while he slept.
11 months later:
49 GPUs. $67,054 net. Last month.
His dad thinks he's really into computers.
Full breakdown đ§”
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Jun 7
That's not a vanity metric. Here's what it actually means:
6,500 open-source CV projects are built on top of it right now.
Basketball AI tracking. Traffic monitoring. Retail analytics. Medical imaging. Drone detection.
All running on the same library.
For those who don't know â supervision is Roboflow's open-source toolkit for computer vision post-processing.
Not a model. Not a dataset.
The layer between your model and your application.
Bounding boxes, segmentation masks, tracking, annotation, filtering â all in clean, composable Python.
import supervision as sv
annotator = sv.BoxAnnotator()
detections = sv.Detections.from_ultralytics(results)
frame = annotator.annotate(frame, detections)
That's literally it.
Why it blew up:
â Works with ANY model â YOLO, SAM, DINO, Grounding DINO, RF-DETR â Tracker-agnostic (ByteTrack, SORT, BoTSORT) â Zero boilerplate for video inference loops â Built-in dataset tools (COCO, YOLO, VOC formats) â Active maintainers, weekly releases
The numbers:
â 40,000 stars đŠ 6,500 dependent projects đ Used in production across sports, security, agriculture, healthcare
From 0 to one of the most-starred CV libraries on GitHub â in under 2 years.
If you're still writing your own draw_bounding_box() function in 2025 â this is your sign to stop.
â github.com/roboflow/supervisâŠ
Jun 6
supervision just hit 40,000 GitHub stars!
it now powers over 6.5k open-source computer vision projects, including all my demos like basketball AI
link: github.com/roboflow/supervisâŠ
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Jun 7
You need to buy BTC - before it's too late.
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Jun 7
YES!
Mac Mini at $599 is killing AI subscriptions
Developers are massively ditching Claude Code, ChatGPT Pro, and Cursor â switching to local models running on Mac Mini M4.
One Reddit post ("spent $170 in 10 days on Claude Code") triggered a wave: someone replied "bought a Mac Mini â haven't paid Anthropic since", and that same week the mini-computers disappeared from Apple Store shelves.
Why it works:The M4 chip with unified memory (120 GB/s) runs large models more efficiently than a $1,500 Windows PC with a dedicated GPU. Since January 2026, Ollama supports the Anthropic API format â Claude Code connects to a local server with a single environment variable. Cost per request: $0.
The math is simple:A heavy developer spends ~$459/month on AI subscriptions = $5,500 per year. The Mac Mini pays for itself in under 3 months, after that â $3 a month in electricity.
Marcus Chen took it furthest â he built a rack of 30 Mac Minis as his personal AI farm.
Those who own the infrastructure today will have years of advantage tomorrow.
Jun 7
MARCUS CHEN A EMPILĂ 30 MAC MINI POUR CRĂER UNE FERME DE SERVEURS IA. UN SEUL MAC MINI Ă 599 $ PEUT REMPLACER UNE FACTURE CLAUDE CODE DE 200 $/MOIS POUR Ă PEINE 3 $ DâĂLECTRICITĂ.
Il y a deux mois, un développeur a partagé sa facture Claude Code sur Reddit : 170 $ en seulement 10 jours.
Quelquâun lui a rĂ©pondu :
« Jâai achetĂ© un Mac Mini M4. Je nâai plus payĂ© Anthropic depuis. »
La mĂȘme semaine, les Mac Mini Ă©taient en rupture de stock dans plusieurs Apple Store.
La puce M4 offre 120 Go/s de bande passante mémoire et une architecture à mémoire unifiée.
Le CPU et le GPU partagent le mĂȘme espace mĂ©moire : le modĂšle est chargĂ© une seule fois et les deux y accĂšdent directement.
RĂ©sultat : un Mac Mini Ă 599 $ peut faire tourner certains modĂšles dâIA plus efficacement quâun PC Windows Ă 1 500 $ Ă©quipĂ© dâune carte graphique dĂ©diĂ©e.
Depuis janvier 2026, Ollama prend en charge le format API Messages dâAnthropic.
Claude Code peut dĂ©sormais se connecter directement Ă votre Mac Mini local avec une simple variable dâenvironnement.
MĂȘme interface.
ZĂ©ro coĂ»t dâAPI.
0 $ par requĂȘte.
Un développeur intensif dépense facilement 459 $ par mois entre Claude Code Max, ChatGPT Pro, Gemini, Cursor et Copilot.
Soit 5 508 $ par an.
Le Mac Mini est rentabilisé en moins de trois mois.
Ensuite, il ne coĂ»te quâenviron 3 $ dâĂ©lectricitĂ© par mois.
Uber a déployé Claude Code auprÚs de 5 000 ingénieurs et aurait consommé une part massive de son budget IA 2026 de 3,4 milliards de dollars en seulement quatre mois.
Ceux qui possĂšdent lâinfrastructure aujourdâhui pourraient avoir plusieurs annĂ©es dâavance demain.
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Jun 3
$0 on ads. 4,200 emails. $155,400. Here's the funnel.
4,200 emails sent
â 380 replies (9%)
â 94 calls booked
â 71 live demos
â 67 payments
Result: $155,400
Ad spend: $0
While everyone's buying ads - he just sent emails.
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May 14
Ahahahahahha))) Exactly đ€Ł
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May 3
Read this twice.
Maya is four .md files on a macbook in austin.
And she cleared $43,000 in her first 30 days.
No camera. no girl. no late nights typing replies.
Claude code runs the messages. Elevenlabs drops the voice notes at 11pm her time. Flux generates every photo from a lora that cost $80 on a rented gpu. Brain.md is a json file that remembers your name, your city, the thing you said about your ex two weeks ago.
She never forgets. She never breaks character. She catches up at 7am with "sorry babe just woke up" on a cron schedule.
The top fan spent $1,847 last month. He's in berlin. she's not anywhere.
Aitana lĂłpez - 18 months to build.
Emily pellegrini - 6 months.
Maya - 4 weeks.
The next one - a weekend.
The stack that used to need an agency, a team, and a year and a half now fits on one laptop and runs while you sleep.
The bottleneck isn't money. It isn't compute. It's taste knowing which details make a stranger believe in something that doesn't exist.
That part is still hard. Everything else got easy.
The real question isn't how he built it. It's how many of these you've already interacted with without knowing.
Community note
Onlyfan require verification that include the individuals ID, address and numerous forms, there is no camera, no girl and no onlyfans except a larp farming twitter revenue with a made up story.
onlyfans.com/transparency-câŠ
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Scam Altman and Greg Stockman stole a charity. Full stop.
Greg got tens of billions of stock for himself and Scam got dozens of OpenAI side deals with a piece of the action for himself, Y Combinator style. After this lawsuit, Scam will also be awarded tens of billions in stock directly.
The fundamental question is simply this:
Do you want to set legal precedent in the United States that it is ok to loot a charity? If so, you undermine all charitable giving in the United States forever.
I could have started OpenAI as a for-profit corporation. Instead, I started it, funded it, recruited critical talent and taught them everything I know about how to make a startup successful FOR THE PUBLIC GOOD.
Then they stole the charity.
Interesting how it works
Elon puts up his own money, rounds up the absolute best AI talent on the planet, leverages every connection he has to secure serious resources, and launches OpenAI in 2015 as a pure non-profit explicitly created to develop AI for the benefit of humanity, with zero profit motive and open research
Then the âteamâ decides they want the bag
They push Elon out, take control, and quietly flip the entire thing into a for-profit machine
All while preaching the same sanctimonious lines on repeat: âWeâre still mission-driven!â âAI for the good of humanity!â âWeâd never abandon our principles!â
The ultimate betrayal:
Elon got zero equity. Not a single share. He funded it. He built the foundation. He got nothing while they turned his non-profit into their personal cash cow
This is the level of betrayal and hypocrisy weâre dealing with
And for the record.... this lawsuit doesnât put a single penny in Elonâs pocket. Any win goes straight back to the non-profit to restore the exact mission he founded
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Mar 7
.@notdecu was secretly behind the $WAR token
The war coin is a rug that insiders profited millions from, and even had a Kraken listing
So I decided to dig deeper, and after going over the funding it all linked back to Decuâs wallet
Any other proof? Yes, Decu has many deep connection with KOLâs such as @flipski77 and even MellowMetrics (bonk manager)
We canât keep letting these scammers dry up the liquidity and steal from normies, letâs end this now!
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FYI for those who donât know
He got drained by clicking downloading something from Google Ads
Srsltid parameters in URLs = search result source listing ID
And as we all should know crypto search results especially sponsored ones can be spoofed and malicious
And you should never type ur seed phrase anywhere thatâs not how you connect to ledger live nor should you google websites (best to Twitter search the company and then type it out yourself)
ok, let me make everything clear. it got people kind of confused but now I understand more what happened, this is the full story (may some stuff here wont be relevant but im just sharing):
Downloaded yesterday steam (on my macbook), bought a game called "balatro" using eneba (paid with crypto) but I didnt connect any wallet, I just send money to the provided address.
I sent that through my hot wallet (CgJQgJBNYf2DDiHoqxDsRFaTEvHNTAboybetKr7xmGuk)
then later that day I opened my ledger app on my pc, wanted to check if a client sent me money and for some reason the ledger app didnt load, just saw the ledger logo, tried to opened it mul times/restart the pc etc.
So I decided to delete and download it again. downloaded from the official site (added a screenshot because I don't want people to click on it)
I got asked to put the seed phrase, I didn't think much so because I downloaded it from the original ledger site and I'm 100% sure of it. brought my paper and wrote it down.
Then today I got drained for everything I had, literally now I have 0 to my name.
now the question is how it was possible if I downloaded the right ledger app? maybe a virus made fake popup/RAT...idk really
currently i dont know what to do, In a serious emotional turmoil, and I feel like I can't make it back.
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1/ Meet @WheresBroox (Broox Bauer), one of the multiple @AxiomExchange employees allegedly abusing the lack of access controls for internal tools to lookup sensitive user details to insider trade by tracking private wallet activity since early 2025.
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Feb 11
The bear market is needed in every cycle to:
-humble you
-improve you (skill gap risk management)
-zoom out
-a taste of how bad you want it
-make it all back
If you only show up when it is "easy mode" and quit during the hard times, how can you possibly "get better?"
Execute
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Feb 11
One of the most iconic rug pulls in crypto history
Squidgame token rugpull on Twitch live
Price pumped to $2,861, market cap briefly showed $2.168T then dev pulled liquidity and price nuked to near 0 in second
Are you this old?
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