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Fifth 𝚘𝚙𝚎𝚗𝚌𝚘𝚍𝚎 PR 🤩 Except this one isn't a PR yet... allow me to explain in today's Open Source Pro Tip. 𝒪𝓅𝑒𝓃 𝒮𝑜𝓊𝓇𝒸𝑒 𝒫𝓇𝑜 𝒯𝒾𝓅 𝒩𝑜. 1 While it’s generally cool to open unsolicited PRs for small bugs and fixes, if you’re adding something more complex like a brand‑new... show more

Kit Langton

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88,032 görüntüleme • 7 ay önce •via X (Twitter)

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Introducing the all new “AI Models” by GPUNET It’s time for something new. We’ve officially launched a brand new line of core AI products: → Powerful LLMs → Text-to-Image gen → Text-to-Video gen And you’re invited to try it. Get Free Credits →

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acpx v0.4 ships Agentic Workflows, or as I like to call them "Agentic Graphs" It let's you create node-based workflows on top of ACP (Agent Client Protocol), to drive any coding agent (Codex, Claude Code, pi) through deterministic steps This let's you automate routine, mechanical legwork like triaging incoming PRs, bugs in error reporting, and so on... For example, OpenClaw receives 300~500 new PRs per day. A lot of them are low quality, but they still relate to real issues, so you have to address them somehow You need to: - extract the intent - cluster them based on intent - figure out if the proposed changes are legit, or whether they are slop local solutions, like trying to catch flies instead of drying out the swamp - if the PR is too low quality or the intent is not clear, close them - run AI review on them them and address any issues that come up - refactor them if the changes are half-baked - resolve conflicts - and so on... So that when the PR is presented to the attention of the maintainer, all the routine legwork is done and the only remaining thing is the decision to (a) merge, (b) give feedback to the PR author, or (c) take over the PR work yourself I wanted to build this feature since a couple months now, since Codex got so good. OpenAI models are now good at judging implementation quality, so I found myself repeating the same steps I wrote above over and over I also tried putting all this in a single prompt. But I believe there are workflows that should not be a single prompt, but a sequence of prompts in the same session That is because like humans, LLMs are prone to PRIMING. I claim that putting all steps in the same prompt at the beginning of the context will generally give suboptimal results, compared to revealing the intention to the model step by step Creating such a workflow also gives more OBSERVABILITY into the each step that an agent is supposed to take. Agent generates JSON at the end of each step, and that structured data can be used to monitor thousands of agents running at the same time in an easier way, on a dashboard Similar features have been introduced in e.g. n8n, langflow. But AFAIK they are not integrating ACP like the way I do I wanted to have a fresh approach, and to build an API that I can develop freely the way I want, so I created a new workflow API inside acpx The video is from the workflow run viewer, but that is not where you build the workflow. You build it by using the acpx flow typescript API. See examples/pr-triage in acpx repo Before building that, I started from a Markdown file with a Mermaid chart of the flow I had in mind. The Markdown file acts as a spec for the flow, and I have built the workflow through trial and error. I call this process "workflow tuning" I started working on acpx repo PRs one by one, tuning the flow, slowly scaling to more PRs. Finally, when I felt confident, I ran it in parallel over all external open PRs in the acpx repo. I believe it already saved me hours this week My next goal, if well received, is to set this up on a cloud agent so that it can process the 300~500 PRs the OpenClaw repo receives every day, in real time, as they come in I believe this will save all open source maintainers around the world countless hours and make it much easier to herd and absorb external contributions from everyone!

acpx v0.4 ships Agentic Workflows, or as I like to call them "Agentic Graphs" It let's you create node-based workflows on top of ACP (Agent Client Protocol), to drive any coding agent (Codex, Claude Code, pi) through deterministic steps This let's you automate routine, mechanical legwork like triaging incoming PRs, bugs in error reporting, and so on... For example, OpenClaw receives 300~500 new PRs per day. A lot of them are low quality, but they still relate to real issues, so you have to address them somehow You need to: - extract the intent - cluster them based on intent - figure out if the proposed changes are legit, or whether they are slop local solutions, like trying to catch flies instead of drying out the swamp - if the PR is too low quality or the intent is not clear, close them - run AI review on them them and address any issues that come up - refactor them if the changes are half-baked - resolve conflicts - and so on... So that when the PR is presented to the attention of the maintainer, all the routine legwork is done and the only remaining thing is the decision to (a) merge, (b) give feedback to the PR author, or (c) take over the PR work yourself I wanted to build this feature since a couple months now, since Codex got so good. OpenAI models are now good at judging implementation quality, so I found myself repeating the same steps I wrote above over and over I also tried putting all this in a single prompt. But I believe there are workflows that should not be a single prompt, but a sequence of prompts in the same session That is because like humans, LLMs are prone to PRIMING. I claim that putting all steps in the same prompt at the beginning of the context will generally give suboptimal results, compared to revealing the intention to the model step by step Creating such a workflow also gives more OBSERVABILITY into the each step that an agent is supposed to take. Agent generates JSON at the end of each step, and that structured data can be used to monitor thousands of agents running at the same time in an easier way, on a dashboard Similar features have been introduced in e.g. n8n, langflow. But AFAIK they are not integrating ACP like the way I do I wanted to have a fresh approach, and to build an API that I can develop freely the way I want, so I created a new workflow API inside acpx The video is from the workflow run viewer, but that is not where you build the workflow. You build it by using the acpx flow typescript API. See examples/pr-triage in acpx repo Before building that, I started from a Markdown file with a Mermaid chart of the flow I had in mind. The Markdown file acts as a spec for the flow, and I have built the workflow through trial and error. I call this process "workflow tuning" I started working on acpx repo PRs one by one, tuning the flow, slowly scaling to more PRs. Finally, when I felt confident, I ran it in parallel over all external open PRs in the acpx repo. I believe it already saved me hours this week My next goal, if well received, is to set this up on a cloud agent so that it can process the 300~500 PRs the OpenClaw repo receives every day, in real time, as they come in I believe this will save all open source maintainers around the world countless hours and make it much easier to herd and absorb external contributions from everyone!

Onur Solmaz

149,693 görüntüleme • 5 ay önce

Jalen Williams on his wrist: “It sucks. It’s a very annoying process. Nobody is going to be more frustrated than me when shots are short. It’s one of those things I gotta learn throughout the game. It’s not like I’m on a bad team where I can jack 40 shots and figure it out that way… This injury is not something where you get two hand surgeries and you’re good to go. It’s over the course over the year, a year and a half and have summers to really figure it out.”

Jalen Williams on his wrist: “It sucks. It’s a very annoying process. Nobody is going to be more frustrated than me when shots are short. It’s one of those things I gotta learn throughout the game. It’s not like I’m on a bad team where I can jack 40 shots and figure it out that way… This injury is not something where you get two hand surgeries and you’re good to go. It’s over the course over the year, a year and a half and have summers to really figure it out.”

Clemente Almanza

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MrBeast reveals the secret to getting millions of views on social media “A big part of getting 100,000,000 views on a video is whether it’s something someone has seen before or not. There’s this analogy I like to use, if you’re driving down the road and see a cow, you’re probably not going to look at it. Who cares, you see them all the time. But if you’re driving down the road and see a purple cow you’re going to look like four times and remember it” “It’s kind of the same way on social media. If you’re scrolling through videos and it’s something you’ve seen before it’s like seeing a regular cow. But if it’s a video you’ve never seen before, like putting a bunker underground and having two people live in it, that’s the equivalent of a purple cow on social media” “Make your ideas the purple cow, don’t just be the cow”

MrBeast reveals the secret to getting millions of views on social media “A big part of getting 100,000,000 views on a video is whether it’s something someone has seen before or not. There’s this analogy I like to use, if you’re driving down the road and see a cow, you’re probably not going to look at it. Who cares, you see them all the time. But if you’re driving down the road and see a purple cow you’re going to look like four times and remember it” “It’s kind of the same way on social media. If you’re scrolling through videos and it’s something you’ve seen before it’s like seeing a regular cow. But if it’s a video you’ve never seen before, like putting a bunker underground and having two people live in it, that’s the equivalent of a purple cow on social media” “Make your ideas the purple cow, don’t just be the cow”

Jack

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What if REINCARNATION isn't something that happens over and over across lifetimes but is within every MOMENT? Each thought, emotion, and action, a small incarnation of the SELF, repeating the same fears, patterns, and limitations again and again. Like the OUROBORUS trapping us in a cycle of self-consumption, yet the trap is merely an illusion. The moment the EGO dies and is reborn in openness, the cycle breaks. Liberation isn't in another LIFE - it's in this one, right now, when you stop incarnating the old self and allow the new SELF to live.

What if REINCARNATION isn't something that happens over and over across lifetimes but is within every MOMENT? Each thought, emotion, and action, a small incarnation of the SELF, repeating the same fears, patterns, and limitations again and again. Like the OUROBORUS trapping us in a cycle of self-consumption, yet the trap is merely an illusion. The moment the EGO dies and is reborn in openness, the cycle breaks. Liberation isn't in another LIFE - it's in this one, right now, when you stop incarnating the old self and allow the new SELF to live.

WhatdoIknow

27,016 görüntüleme • 10 ay önce

Coco Gauff says she believes influencers at tennis tournaments can help grow the sport, but they need to follow the etiquette of the sport, ‘If you’re being invited to a red carpet, you wouldn’t show up in jeans. I think it’s just follow the etiquette of the sport’ “I think it’s great to have a different demographic to the sport. I have no problem with influencers. I’ve met some of them and follow some of them online. Luckily the ones I do follow online do follow the etiquette and know tennis pretty well. Any venue you come to, you have to follow the etiquette towards it. I definitely think, maybe on some of the brands too, maybe to have a sign plastered in the suite.. sometimes it’s their first tennis match and they don’t know. They’ve probably been to basketball games before. I definitely think no flash photography. Try not to talk too loud. Ashe is a very loud court so I’m used to it. Definitely not like mouthing TikTok’s and stuff in the middle of a point 😂. It’s not just for the players but for the viewing experience, for those around. I think it’s cool to have a new demographic and I think it helps grow the sport. But like with anything, any venue you go to, like if you’re being invited to a red carpet, you wouldn’t show up in jeans. I think it’s just follow the etiquette of the sport. That’s all.” (via US Open Press)

Coco Gauff says she believes influencers at tennis tournaments can help grow the sport, but they need to follow the etiquette of the sport, ‘If you’re being invited to a red carpet, you wouldn’t show up in jeans. I think it’s just follow the etiquette of the sport’ “I think it’s great to have a different demographic to the sport. I have no problem with influencers. I’ve met some of them and follow some of them online. Luckily the ones I do follow online do follow the etiquette and know tennis pretty well. Any venue you come to, you have to follow the etiquette towards it. I definitely think, maybe on some of the brands too, maybe to have a sign plastered in the suite.. sometimes it’s their first tennis match and they don’t know. They’ve probably been to basketball games before. I definitely think no flash photography. Try not to talk too loud. Ashe is a very loud court so I’m used to it. Definitely not like mouthing TikTok’s and stuff in the middle of a point 😂. It’s not just for the players but for the viewing experience, for those around. I think it’s cool to have a new demographic and I think it helps grow the sport. But like with anything, any venue you go to, like if you’re being invited to a red carpet, you wouldn’t show up in jeans. I think it’s just follow the etiquette of the sport. That’s all.” (via US Open Press)

The Tennis Letter

178,086 görüntüleme • 17 saat önce

It’s official! The brand new Silverado Ranch Community Center is now open! The first community center to open in #ClarkCounty in a decade. Hundreds came out for the official ribbon cutting this morning to check out the facility and all it has to offer from: a culinary kitchen, indoor walking track, gymnasium, workout room, dance room and many programs for people of all ages. Congratulations to all the staff who get to now call this place home! 🎉 📍Silverado Ranch & Gilespie

Clark County Nevada

10,106 görüntüleme • 2 yıl önce

ELON: GROKPEDIA WILL BE THE NEW LIBRARY OF ALEXANDRIA FOR EARTH MOON AND MARS Elon just unveiled Grokpedia, xAI’s most ambitious project yet a permanent, open source archive of everything humanity knows, built to outlast civilizations. The goal is simple but audacious: preserve human knowledge forever, across worlds. It’s the modern Library of Alexandria, reborn for the space age. Except this time, it can’t burn. Elon wants copies of Grokpedia etched into quartz, metal, and glass, stored on Earth, the Moon, Mars, and even deep space probes. If humanity falls, the knowledge survives. “The idea is to create an open source repository of all knowledge,” Elon said. “Anyone can access it, anyone can use it. In the worst case, future civilizations can see what we learned and pick up from there.” While others chase attention, xAI is engraving the human mind into eternity. Grokpedia isn’t just a database, it’s humanity’s memory vault, written in light, stone, and time itself. Source: Achieve Success, Joe Rogan

ELON: GROKPEDIA WILL BE THE NEW LIBRARY OF ALEXANDRIA FOR EARTH MOON AND MARS Elon just unveiled Grokpedia, xAI’s most ambitious project yet a permanent, open source archive of everything humanity knows, built to outlast civilizations. The goal is simple but audacious: preserve human knowledge forever, across worlds. It’s the modern Library of Alexandria, reborn for the space age. Except this time, it can’t burn. Elon wants copies of Grokpedia etched into quartz, metal, and glass, stored on Earth, the Moon, Mars, and even deep space probes. If humanity falls, the knowledge survives. “The idea is to create an open source repository of all knowledge,” Elon said. “Anyone can access it, anyone can use it. In the worst case, future civilizations can see what we learned and pick up from there.” While others chase attention, xAI is engraving the human mind into eternity. Grokpedia isn’t just a database, it’s humanity’s memory vault, written in light, stone, and time itself. Source: Achieve Success, Joe Rogan

Mario Nawfal

33,855 görüntüleme • 8 ay önce

I’ve been following this phenomenon for a while. I have no idea what to make of it but when you see the sky get that black at 3:30 in the afternoon on a sunny day AND you hear what sounds like loud trumpets in the sky…It means something.. I’m not sure what. I don’t know if it’s biblical or if it’s something our government is doing, but I know what it sounds like to me . It’s been happening all over the world . I’d love to hear your opinions on this.

I’ve been following this phenomenon for a while. I have no idea what to make of it but when you see the sky get that black at 3:30 in the afternoon on a sunny day AND you hear what sounds like loud trumpets in the sky…It means something.. I’m not sure what. I don’t know if it’s biblical or if it’s something our government is doing, but I know what it sounds like to me . It’s been happening all over the world . I’d love to hear your opinions on this.

Leah Rain ✝️🇺🇸🎸🏝️

23,254 görüntüleme • 1 ay önce

how to evolve generative art 🦠✨👇 over the past weeks I built this toy 'proof-of-concept' example to explore and better understand how open-form generative art works, and discover some of the new archetypes it enables. In open-form genart each mint at the root of a project can define its own lineage: properties, traits, and characteristics that carry over to new editions evolved from it. For example, in this demo, the first parent defines the color palette that's used for the pixel pattern — these colors are then inherited by subsequent evolutions (with a random chance to alter a color or introduce a new one). But that's just scratching the tip of the iceberg — the REALLY COOL thing is that the root mint also specifies the rules that define how the pixel pattern morphs and changes over the course of its lineage! Meaning that each branch in this collection is its own unconstrained system, that evolves, and is explored by minting and evolving new editions. in this setting collectors play a huge role to explore the parametric space of the project ✨ on fxhash the UI will be much cleaner and more intuitive 🫧

how to evolve generative art 🦠✨👇 over the past weeks I built this toy 'proof-of-concept' example to explore and better understand how open-form generative art works, and discover some of the new archetypes it enables. In open-form genart each mint at the root of a project can define its own lineage: properties, traits, and characteristics that carry over to new editions evolved from it. For example, in this demo, the first parent defines the color palette that's used for the pixel pattern — these colors are then inherited by subsequent evolutions (with a random chance to alter a color or introduce a new one). But that's just scratching the tip of the iceberg — the REALLY COOL thing is that the root mint also specifies the rules that define how the pixel pattern morphs and changes over the course of its lineage! Meaning that each branch in this collection is its own unconstrained system, that evolves, and is explored by minting and evolving new editions. in this setting collectors play a huge role to explore the parametric space of the project ✨ on fxhash the UI will be much cleaner and more intuitive 🫧

Ahmad Moussa || Gorilla Sun

13,100 görüntüleme • 1 yıl önce

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Texas Slim™

21,188 görüntüleme • 8 ay önce

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“I Just Asked Fundee” Giveaway Your Voice. Fundee’s Giveaway. Ever wondered what it’s like to talk to the first AI Assistant for prop traders? Now’s your chance, and you might just win something while you’re at it. How to Enter: 1. Talk to Fundee: Head over to and ask Fundee anything, from rewards to rules! Fundee’s got answers. 2. Record It: Take a short screen recording or video of your interaction. 3. Share & Tag: Post it on X (Twitter) with a caption & these hashtags: #Fundee #FundedNext #FundedNextAI That’s it. You’re in! 5x Stellar Lite $5K challenges for 5 traders! Hurry up! Go check out Fundee now.

FundedNext

32,947 görüntüleme • 1 yıl önce

In the past two weeks the people of Maui sustained one of the deadliest wildfires that has happens in US in more than a century. It has been a long and heavy road for our people, but through it all, Hawaii came together. It is time for me to contribute my part. This merch I’m dropping is called “warrior of love” and it’s dedicated to the people of Maui and warriors that are doing everything to save the day. Thank you for your support.

In the past two weeks the people of Maui sustained one of the deadliest wildfires that has happens in US in more than a century. It has been a long and heavy road for our people, but through it all, Hawaii came together. It is time for me to contribute my part. This merch I’m dropping is called “warrior of love” and it’s dedicated to the people of Maui and warriors that are doing everything to save the day. Thank you for your support.

Max Holloway

900,750 görüntüleme • 3 yıl önce

Fair point indeed from Naval : If AI companies (Anthropic/OpenAI) train on the open web, perhaps they should be required to open their models after a certain period. "And Anthropic, you’re the one talking doom and gloom, and you’re building God, but you’re not going to keep God on a leash for yourself, Dario." --- "If the government were to do it, is to say, “Hey, if you trained on the open web and open data, you have to open your model after after 12 months or something.” That seems like a pretty fair thing to say. We don’t want, like, a priest controlling God for the rest of us and interpreting the Bible for the rest of time." ---- From "Naval and Nivi" YouTube channel, (full video link in comment)

Fair point indeed from Naval : If AI companies (Anthropic/OpenAI) train on the open web, perhaps they should be required to open their models after a certain period. "And Anthropic, you’re the one talking doom and gloom, and you’re building God, but you’re not going to keep God on a leash for yourself, Dario." --- "If the government were to do it, is to say, “Hey, if you trained on the open web and open data, you have to open your model after after 12 months or something.” That seems like a pretty fair thing to say. We don’t want, like, a priest controlling God for the rest of us and interpreting the Bible for the rest of time." ---- From "Naval and Nivi" YouTube channel, (full video link in comment)

Rohan Paul

20,724 görüntüleme • 19 gün önce

🔥 💻 🎥 How to provide o1 Pro with your FULL CODEBASE through the ChatGPT Cursor connection yesterday I recorded a video connecting o1 Pro to Cursor through the ChatGPT Desktop app more than one person commented on how limiting it is for o1 Pro to only have access to a single open file in Cursor here's a walkthrough of how you can provide o1 Pro with your FULL CODEBASE as context instead of just a single file: 1. Write a Python function that concatenates full codebase into a single snapshot in a .txt file (link in comment) 2. Open that "codebase_snapshot.txt" in a separate Cursor pane 3. Go to the ChatGPT app and ask it what context it has access to through Cursor - should say it has two files with one of them being the codebase snapshot and boom there ya go. o1 Pro has access to everything in your codebase full walkthrough here 👇

🔥 💻 🎥 How to provide o1 Pro with your FULL CODEBASE through the ChatGPT Cursor connection yesterday I recorded a video connecting o1 Pro to Cursor through the ChatGPT Desktop app more than one person commented on how limiting it is for o1 Pro to only have access to a single open file in Cursor here's a walkthrough of how you can provide o1 Pro with your FULL CODEBASE as context instead of just a single file: 1. Write a Python function that concatenates full codebase into a single snapshot in a .txt file (link in comment) 2. Open that "codebase_snapshot.txt" in a separate Cursor pane 3. Go to the ChatGPT app and ask it what context it has access to through Cursor - should say it has two files with one of them being the codebase snapshot and boom there ya go. o1 Pro has access to everything in your codebase full walkthrough here 👇

Dan McAteer

99,719 görüntüleme • 1 yıl önce

Bear Bronson tells us the process of getting signed by TNA “I was just doing what I was doing and you learn in wrestling to, if you hear rumblings of something, you just take it with a grain of salt and you don’t get over excited about things. ‘Cause I can’t tell you how many times I’ve heard something and it’s never happened. So you get your hopes up, you get your hopes up and it just doesn’t happen. You learn over time, okay, if you hear something cool, you’re just, ‘Cool, that sounds cool. But if it happens, cool.’”

Bear Bronson tells us the process of getting signed by TNA “I was just doing what I was doing and you learn in wrestling to, if you hear rumblings of something, you just take it with a grain of salt and you don’t get over excited about things. ‘Cause I can’t tell you how many times I’ve heard something and it’s never happened. So you get your hopes up, you get your hopes up and it just doesn’t happen. You learn over time, okay, if you hear something cool, you’re just, ‘Cool, that sounds cool. But if it happens, cool.’”

Fightful Wrestling

17,863 görüntüleme • 5 ay önce

Here’s a report alleging that Karnataka Police forced all shops and hotels in Koramangala to shut down at night, except the one, Empire hotel owned by Abdul Rahim Haji. The reporter even shows police barricading one side of the road just to create parking space for that hotel. Yes, a public road partially shut for making space of a private hotel. This is the level of governance. In a Congress ruled state, it feels like if you’re Muslim, you can rent out Vidhana Soudha floor by floor and dry your clothes, while the system bends over backwards to make arrangements. Equal rule is a Joke in Congress's state.

Here’s a report alleging that Karnataka Police forced all shops and hotels in Koramangala to shut down at night, except the one, Empire hotel owned by Abdul Rahim Haji. The reporter even shows police barricading one side of the road just to create parking space for that hotel. Yes, a public road partially shut for making space of a private hotel. This is the level of governance. In a Congress ruled state, it feels like if you’re Muslim, you can rent out Vidhana Soudha floor by floor and dry your clothes, while the system bends over backwards to make arrangements. Equal rule is a Joke in Congress's state.

Kiran Aradhya

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“It’s Only In Nigeria That Someone Like VeryDarkMan Would Be Issuing Open Threats, Attempting To Blackmail And Intimidate a High-Ranking Police Officer And Nothing Happens. Imagine Doing This To a Public Servant And Everyone Keeps Quiet. This Is The Same VeryDarkR@t Who Publicly Told The Inspector General Of Police To ‘Control His Pr!ck.’ Something Is Fishy Is Going On For Someone To Have This Much Influence Over The Nigerian Police. ~ Village_Headmaster.”

“It’s Only In Nigeria That Someone Like VeryDarkMan Would Be Issuing Open Threats, Attempting To Blackmail And Intimidate a High-Ranking Police Officer And Nothing Happens. Imagine Doing This To a Public Servant And Everyone Keeps Quiet. This Is The Same VeryDarkR@t Who Publicly Told The Inspector General Of Police To ‘Control His Pr!ck.’ Something Is Fishy Is Going On For Someone To Have This Much Influence Over The Nigerian Police. ~ Village_Headmaster.”

Somto Okonkwo

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I thought this was fake but it’s 100% real This is the new Jetson ONE, it’s a single seater drone aircraft that lets you fly around like you’re one of The Jetsons It’s designed for flights up to around 30 minutes and can reach over 100mph on some models It would be wild if this was the future of short distance travel

I thought this was fake but it’s 100% real This is the new Jetson ONE, it’s a single seater drone aircraft that lets you fly around like you’re one of The Jetsons It’s designed for flights up to around 30 minutes and can reach over 100mph on some models It would be wild if this was the future of short distance travel

Wall Street Apes

130,793 görüntüleme • 2 ay önce