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🎒Spent a couple hours making a Dynamic Roblox Backpack System since there are no good open source ones. What the system offers -Dynamic Queries - Easily create sort buttons -Signals for any endpoint -Easily Customizable slots. (add-ons / slot) -Fully separated from the Core GUI

Exply

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22,880 просмотров • 3 месяцев назад •via X (Twitter)

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Coming in Full Release, is a replacement to the backpack system: Pouches: Now when holding the backpack key, a tool wheel opens with two slots. These slots allows you to click and change them to any holdable item, treasure charts, or equipped weapons/spirit weapons/magic. Pouches can also be found in spots hidden around the map, or obtained from quests. Currently there are 18 pouches in total, 7 from quests and 11 from exploring, allowing you to have 20 tool wheel slots total. (Pouch model in-world/in obtain notification made by Astralworks) #ArcaneOdyssey #Roblox #AOFullRelease

Coming in Full Release, is a replacement to the backpack system: Pouches: Now when holding the backpack key, a tool wheel opens with two slots. These slots allows you to click and change them to any holdable item, treasure charts, or equipped weapons/spirit weapons/magic. Pouches can also be found in spots hidden around the map, or obtained from quests. Currently there are 18 pouches in total, 7 from quests and 11 from exploring, allowing you to have 20 tool wheel slots total. (Pouch model in-world/in obtain notification made by Astralworks) #ArcaneOdyssey #Roblox #AOFullRelease

Arcane Odyssey

23,577 просмотров • 1 год назад

Elon Musk on XChat: “There are just some things that are less insecure than others. So, you know, on X, we just rebuilt the entire messaging stack into what's called XChat. It's using a sort of a peer-to-peer based encryption system. It's kind of similar to Bitcoin. I think it's very good encryption. We're testing it thoroughly. There are no hooks in the X system for advertising. So if you look at something like WhatsApp or really any of the others, they've got hooks in there for advertising. [Hook is] like WhatsApp knows enough about what you're texting to know what ads to show you. That's a massive security vulnerability.”

Elon Musk on XChat: “There are just some things that are less insecure than others. So, you know, on X, we just rebuilt the entire messaging stack into what's called XChat. It's using a sort of a peer-to-peer based encryption system. It's kind of similar to Bitcoin. I think it's very good encryption. We're testing it thoroughly. There are no hooks in the X system for advertising. So if you look at something like WhatsApp or really any of the others, they've got hooks in there for advertising. [Hook is] like WhatsApp knows enough about what you're texting to know what ads to show you. That's a massive security vulnerability.”

Eva Fo𝕏 🦊 Claudius Nero's Legion

800,951 просмотров • 8 месяцев назад

Introducing RAGApp 💫 A no-code interface to configure a RAG chatbot, as dead-simple as GPTs by OpenAI. It’s a docker container that’s easily deployable in any cloud infrastructure. Best of all, it’s fully open-source 🔥 1️⃣ Setup the LLM: Configure the model provider (OpenAI, Gemini) 2️⃣ Setup the data: Define the system prompt and upload your knowledge base. 3️⃣ Launch the chatbot both via the UI or API 4️⃣ If via the UI, stream intermediate events and also sources! This is fantastic work by Marcus Schiesser and is built upon the same DNA as our create-llama project. Check out RAGApp today:

Introducing RAGApp 💫 A no-code interface to configure a RAG chatbot, as dead-simple as GPTs by OpenAI. It’s a docker container that’s easily deployable in any cloud infrastructure. Best of all, it’s fully open-source 🔥 1️⃣ Setup the LLM: Configure the model provider (OpenAI, Gemini) 2️⃣ Setup the data: Define the system prompt and upload your knowledge base. 3️⃣ Launch the chatbot both via the UI or API 4️⃣ If via the UI, stream intermediate events and also sources! This is fantastic work by Marcus Schiesser and is built upon the same DNA as our create-llama project. Check out RAGApp today:

LlamaIndex 🦙

123,977 просмотров • 2 лет назад

“We have a crisis of open source models in the Western world. Outside of China, there are no good open source models. We don't even have any in the US now. The talent, the capital and the focus to be best-in-class at pre-training, mid-training, post-training is an extremely scarce skillset. The answer for a lot of countries may just be to take an open weights model from China, post-train or fine-tune their own version, and have that be what they start from." Everett Randle Why does the West have such poor open source models and is it a national security threat to rely on open-source Chinese models Demis Hassabis Yann LeCun Aidan Gomez Lilian Weng Jan Leike

“We have a crisis of open source models in the Western world. Outside of China, there are no good open source models. We don't even have any in the US now. The talent, the capital and the focus to be best-in-class at pre-training, mid-training, post-training is an extremely scarce skillset. The answer for a lot of countries may just be to take an open weights model from China, post-train or fine-tune their own version, and have that be what they start from." Everett Randle Why does the West have such poor open source models and is it a national security threat to rely on open-source Chinese models Demis Hassabis Yann LeCun Aidan Gomez Lilian Weng Jan Leike

Harry Stebbings

63,672 просмотров • 1 месяц назад

ELON: 𝕏 CHAT HAS BITCOIN-LEVEL ENCRYPTION “We just rebuilt the entire 𝕏 messaging stack into what's called 𝕏 Chat. It's using a peer-to-peer-based encryption system similar to Bitcoin. I think it's a very good encryption. We're testing it thoroughly. If you look at something like WhatsApp or really any of the other apps, they've got hooks in there for advertising. WhatsApp knows enough about what you're texting to know what ads to show you. That's a massive security vulnerability. 𝕏 Chat has no hooks for advertising. I'm not saying it's perfect, but our goal with 𝕏 Chat is to replace what used to be the Twitter DM stack with a fully encrypted system where you can text, send files, do audio, video calls. I call it the least insecure of any messaging system. There'll be a dedicated app which will hopefully release in a few months, and it’s also integrated in the 𝕏 system.” Source: Elon Musk on The Joe Rogan Experience Joe Rogan, October 31, 2025

ELON: 𝕏 CHAT HAS BITCOIN-LEVEL ENCRYPTION “We just rebuilt the entire 𝕏 messaging stack into what's called 𝕏 Chat. It's using a peer-to-peer-based encryption system similar to Bitcoin. I think it's a very good encryption. We're testing it thoroughly. If you look at something like WhatsApp or really any of the other apps, they've got hooks in there for advertising. WhatsApp knows enough about what you're texting to know what ads to show you. That's a massive security vulnerability. 𝕏 Chat has no hooks for advertising. I'm not saying it's perfect, but our goal with 𝕏 Chat is to replace what used to be the Twitter DM stack with a fully encrypted system where you can text, send files, do audio, video calls. I call it the least insecure of any messaging system. There'll be a dedicated app which will hopefully release in a few months, and it’s also integrated in the 𝕏 system.” Source: Elon Musk on The Joe Rogan Experience Joe Rogan, October 31, 2025

Mario Nawfal

209,042 просмотров • 8 месяцев назад

🚨 Secretary Rubio just RIPPED the USELESS United Nations for doing absolute NOTHING on the Strait of Hormuz and Iran "At the UN, we have a resolution...a couple of countries on the Security Council are thinking about VETOING it...let's see if the UN still WORKS!" "THAT would be lamentable. We are you doing everything we can, though, to achieve the sort of global consensus that's necessary to prevent this from happening." "Iran is trying to create a tolling system. They're trying to convince Oman, by the way, to join them in this tolling system, in an international waterway!" "There is not a country in the WORLD that should accept that!"

🚨 Secretary Rubio just RIPPED the USELESS United Nations for doing absolute NOTHING on the Strait of Hormuz and Iran "At the UN, we have a resolution...a couple of countries on the Security Council are thinking about VETOING it...let's see if the UN still WORKS!" "THAT would be lamentable. We are you doing everything we can, though, to achieve the sort of global consensus that's necessary to prevent this from happening." "Iran is trying to create a tolling system. They're trying to convince Oman, by the way, to join them in this tolling system, in an international waterway!" "There is not a country in the WORLD that should accept that!"

Eric Daugherty

38,920 просмотров • 2 месяцев назад

I am creating amazing websites in hours. Not days, not weeks with Claude. Example here: I'm part owner of a basketball training facility called Swish365. We built a custom app in the appstore/play store and its a challenge to update. The website too (original built on wordpress). Two hours, I converted our app to mobile UI without an app, integrated into Stripe's API's to manage subscriptions. Built fully dynamic and automate reporting for payments to each franchise location with all fees/royalties taken out. Something that took us hours before. Trending analysis of each facility on upward/downward trends for facility. Dynamic location creation so when we add new franchises it automatically creates it. Convert all existing members from old to new system. If they book once a week, it creates a streak similar to NBA Jam, if they get to BOOMSHAKALA they get a free shirt. Beautiful webpage, custom business processes directly to our business and enhancements over previous systems. Two hours. It's unbelievable.

I am creating amazing websites in hours. Not days, not weeks with Claude. Example here: I'm part owner of a basketball training facility called Swish365. We built a custom app in the appstore/play store and its a challenge to update. The website too (original built on wordpress). Two hours, I converted our app to mobile UI without an app, integrated into Stripe's API's to manage subscriptions. Built fully dynamic and automate reporting for payments to each franchise location with all fees/royalties taken out. Something that took us hours before. Trending analysis of each facility on upward/downward trends for facility. Dynamic location creation so when we add new franchises it automatically creates it. Convert all existing members from old to new system. If they book once a week, it creates a streak similar to NBA Jam, if they get to BOOMSHAKALA they get a free shirt. Beautiful webpage, custom business processes directly to our business and enhancements over previous systems. Two hours. It's unbelievable.

Dave Kennedy

10,526 просмотров • 5 месяцев назад

This FREE guide shows you how to build a full automated TikTok content machine with Claude Opus 4.7 one setup. 30 slideshows a week. $0 cost [ by the end you'll have ]: - a library of proven viral hooks - a Pinterest-to-slides pipeline that runs on autopilot - a full week of content scheduled in 2 hours - a system you can reuse every single week [ the workflow ]: > steal hooks from viral TikToks > pull images from Pinterest for free > generate slides with a script (no Canva) > Postiz schedules the drafts for a full week IDEA: you can sell it as a service for $200-300/mo for each creator setup this system one time and onboard 10+ clients (you can do it easily, since it's needed to any creator) most creators still do this manually.. this automates the entire pipeline save it. set it up this weekend

This FREE guide shows you how to build a full automated TikTok content machine with Claude Opus 4.7 one setup. 30 slideshows a week. $0 cost [ by the end you'll have ]: - a library of proven viral hooks - a Pinterest-to-slides pipeline that runs on autopilot - a full week of content scheduled in 2 hours - a system you can reuse every single week [ the workflow ]: > steal hooks from viral TikToks > pull images from Pinterest for free > generate slides with a script (no Canva) > Postiz schedules the drafts for a full week IDEA: you can sell it as a service for $200-300/mo for each creator setup this system one time and onboard 10+ clients (you can do it easily, since it's needed to any creator) most creators still do this manually.. this automates the entire pipeline save it. set it up this weekend

Ronin

101,946 просмотров • 3 месяцев назад

ex-CEO of Goldman Sachs said there was a 15 to 20% chance the entire financial system would collapse in 2008 - "you know what else is 15 to 20 percent - a turn at Russian roulette" "you can recover from losses and live to fight another day - you can't recover from being dead" "good traders change their minds more easily and more frequently - they react the quickest to changes" "at some point there will be a forced reckoning - assets on balance sheets are not worth what people think they're worth" "gold could go to $100,000 an ounce but it'll go there without me" bookmark & watch the full conversation ↓

ex-CEO of Goldman Sachs said there was a 15 to 20% chance the entire financial system would collapse in 2008 - "you know what else is 15 to 20 percent - a turn at Russian roulette" "you can recover from losses and live to fight another day - you can't recover from being dead" "good traders change their minds more easily and more frequently - they react the quickest to changes" "at some point there will be a forced reckoning - assets on balance sheets are not worth what people think they're worth" "gold could go to $100,000 an ounce but it'll go there without me" bookmark & watch the full conversation ↓

Сarm1ne

316,220 просмотров • 1 месяц назад

Angela Della Valle is a U.S. citizen and a school teacher. Her husband spent months in a detention center in Louisiana, separated from his family after more than 20 years of building a life here together. Today he's home. And they have something to say. There are more than 1.4 million families like theirs in America, with nowhere to turn when the system fails them. The Dignity Act exists for families like theirs, so no one has to go through what they did. This is their story. This is Dignity Voices.

Angela Della Valle is a U.S. citizen and a school teacher. Her husband spent months in a detention center in Louisiana, separated from his family after more than 20 years of building a life here together. Today he's home. And they have something to say. There are more than 1.4 million families like theirs in America, with nowhere to turn when the system fails them. The Dignity Act exists for families like theirs, so no one has to go through what they did. This is their story. This is Dignity Voices.

Rep. María Elvira Salazar

33,451 просмотров • 2 месяцев назад

What if you could train AI agents on a laptop as easily as on a GPU cluster? Researchers from UIUC's U Lab, led by Prof. Jiaxuan You, just open-sourced OpenTinker. It's a new "Reinforcement-Learning-as-a-Service" (RLaaS) system that decouples the complex training pipeline into simple, distributed services with friendly APIs. The result? It breaks down the major engineering barriers to RL, outperforming traditional frameworks in accessibility and ease of deployment, finally making agent training viable for more developers and teams. Project: Code: U Lab: Our report: 📬 #PapersAccepted by Jiqizhixin

What if you could train AI agents on a laptop as easily as on a GPU cluster? Researchers from UIUC's U Lab, led by Prof. Jiaxuan You, just open-sourced OpenTinker. It's a new "Reinforcement-Learning-as-a-Service" (RLaaS) system that decouples the complex training pipeline into simple, distributed services with friendly APIs. The result? It breaks down the major engineering barriers to RL, outperforming traditional frameworks in accessibility and ease of deployment, finally making agent training viable for more developers and teams. Project: Code: U Lab: Our report: 📬 #PapersAccepted by Jiqizhixin

机器之心 JIQIZHIXIN

15,893 просмотров • 6 месяцев назад

Meet Vaibhav Tiwari : > He is a 13 years old Brahmin kid. > Working for his family livelihood. > His father has been in coma since years. > Vaibhav is enrolled in a govt school. > He wants to study but he has no option. But the govt will call him privileged. There are many UC children like Vaibhav who are working at such a young age, yet they don't receive any support from the system.

Meet Vaibhav Tiwari : > He is a 13 years old Brahmin kid. > Working for his family livelihood. > His father has been in coma since years. > Vaibhav is enrolled in a govt school. > He wants to study but he has no option. But the govt will call him privileged. There are many UC children like Vaibhav who are working at such a young age, yet they don't receive any support from the system.

𝐇𝐲𝐝𝐫𝐨𝐠𝐞𝐧

127,835 просмотров • 3 дней назад

🇺🇸🇮🇷 Iran spent 40 years building a wall that fell in hours Bavar-373 batteries reaching 160 nautical miles. S-300 systems from Russia. Radars tracking 300 contacts simultaneously. Layer after layer designed to make Iranian airspace a graveyard for any attacker. The 1991 Iraq air campaign took 38 days against a weaker system. Iran's collapsed overnight. The lesson extends beyond air defense. Iran has consistently overestimated the strength of what it's built, from missile shields to regional alliances. The same miscalculation is playing out now in the Gulf: Tehran thought attacking its neighbors would create pressure on Washington. Instead it's guaranteeing those neighbors will never tolerate a heavily armed Iran again. Source: Navy Decoded YT

🇺🇸🇮🇷 Iran spent 40 years building a wall that fell in hours Bavar-373 batteries reaching 160 nautical miles. S-300 systems from Russia. Radars tracking 300 contacts simultaneously. Layer after layer designed to make Iranian airspace a graveyard for any attacker. The 1991 Iraq air campaign took 38 days against a weaker system. Iran's collapsed overnight. The lesson extends beyond air defense. Iran has consistently overestimated the strength of what it's built, from missile shields to regional alliances. The same miscalculation is playing out now in the Gulf: Tehran thought attacking its neighbors would create pressure on Washington. Instead it's guaranteeing those neighbors will never tolerate a heavily armed Iran again. Source: Navy Decoded YT

Mario Nawfal

1,150,864 просмотров • 4 месяцев назад

U.S. Secretary of State Marco Rubio on Iran, Strait of Hormuz: "They’re going to be open one way or the other. So they need to be open, what’s happening there is unlawful, it’s illegal, it’s unsustainable for the world, it’s unacceptable. I don’t know of any country in the world that does. The Russians are not in favor of a tolling system, the Chinese are not in favor of a tolling system. I mean, there’s no country in the world that’s in favor of a tolling system, except for the regime in Iran. So that’s not acceptable, that cannot happen. The straits need to be open, unimpeded, without tools. And obviously that needs to happen immediately as soon as anything is agreed to. Well, look, I think our position is well stated. The president had a very important, I think, historic call just a couple days ago with a number of leaders from the region. I think there’s strong alignment and agreement on what a preliminary draft should look like. I think like anything with something like this, it’s going to take a couple days to settle on, even down to the disagreements over a word sentence. So we’ll have to work through that. If there’s going to be a deal, we’re going to have to work through that. But this is, you know, it’s either going to be a good deal or there isn’t going to be one."

U.S. Secretary of State Marco Rubio on Iran, Strait of Hormuz: "They’re going to be open one way or the other. So they need to be open, what’s happening there is unlawful, it’s illegal, it’s unsustainable for the world, it’s unacceptable. I don’t know of any country in the world that does. The Russians are not in favor of a tolling system, the Chinese are not in favor of a tolling system. I mean, there’s no country in the world that’s in favor of a tolling system, except for the regime in Iran. So that’s not acceptable, that cannot happen. The straits need to be open, unimpeded, without tools. And obviously that needs to happen immediately as soon as anything is agreed to. Well, look, I think our position is well stated. The president had a very important, I think, historic call just a couple days ago with a number of leaders from the region. I think there’s strong alignment and agreement on what a preliminary draft should look like. I think like anything with something like this, it’s going to take a couple days to settle on, even down to the disagreements over a word sentence. So we’ll have to work through that. If there’s going to be a deal, we’re going to have to work through that. But this is, you know, it’s either going to be a good deal or there isn’t going to be one."

Open Source Intel

258,345 просмотров • 2 месяцев назад

After 3 years, thousands of students, and 70,000 downloads, I'm excited to share a major contribution to knowledge management: Ideaverse for Obsidian Download it over at the launch page: (And please support us while you're there)! For only the next 24 hours, we are launching the latest Ideaverse for Obsidian on Product Hunt. I'm ecstatic to share this. It is our most universal and systematized version ever. And yet, it's made to be customized to keep the "personal" in PKM! Here are the headlines: Introducing The Headspace of ACE: a system for orienting your mind. Learn about and use the 3 Headspaces of Knowledge Management • ACE is fully incorporated into the Home note. • You will see multiple examples of how to use ACE. • You even get a basic workflow for the ARC Framework—Add, Relate, Communicate—for developing ideas into outputs (this is only a taste but is a huge part of the LYT Workshop). • ACE is also fully incorporated ACE into the folder system (with plenty of flexibility for you to make your own). Introducing The Intensities of Efforts: a system for allocating your energy. • Learn about and use a working system for Efforts based on intensities. • You get multiple example Efforts to play with. There is a lot of unpack—that's what the download is for (!)—but I'm confident that Ideaverse for Obsidian will mark a significant moment in the field of knowledge management. Enjoy 🙌 Nick

After 3 years, thousands of students, and 70,000 downloads, I'm excited to share a major contribution to knowledge management: Ideaverse for Obsidian Download it over at the launch page: (And please support us while you're there)! For only the next 24 hours, we are launching the latest Ideaverse for Obsidian on Product Hunt. I'm ecstatic to share this. It is our most universal and systematized version ever. And yet, it's made to be customized to keep the "personal" in PKM! Here are the headlines: Introducing The Headspace of ACE: a system for orienting your mind. Learn about and use the 3 Headspaces of Knowledge Management • ACE is fully incorporated into the Home note. • You will see multiple examples of how to use ACE. • You even get a basic workflow for the ARC Framework—Add, Relate, Communicate—for developing ideas into outputs (this is only a taste but is a huge part of the LYT Workshop). • ACE is also fully incorporated ACE into the folder system (with plenty of flexibility for you to make your own). Introducing The Intensities of Efforts: a system for allocating your energy. • Learn about and use a working system for Efforts based on intensities. • You get multiple example Efforts to play with. There is a lot of unpack—that's what the download is for (!)—but I'm confident that Ideaverse for Obsidian will mark a significant moment in the field of knowledge management. Enjoy 🙌 Nick

Nick Milo

23,408 просмотров • 2 лет назад

When the German team won the world cup in 2014, the media immediately criticized the team for being "still too White/German". There wasn't "enough" Arab/African "representation". So Germany Africanized its team. Result: Paraguay, with perhaps a whiter team, eliminates Germany. Problem is not only importation of Africans. Native young white players sense the system prefers diversity and "dynamic" Africans. This is terrible since European players are superior. The pure German teams of the past won the most word cups. But FIFA wants to Africanize soccer in order to create impression that African immigration is wonderful. I am glad Paraguay won. They have a real national team.

When the German team won the world cup in 2014, the media immediately criticized the team for being "still too White/German". There wasn't "enough" Arab/African "representation". So Germany Africanized its team. Result: Paraguay, with perhaps a whiter team, eliminates Germany. Problem is not only importation of Africans. Native young white players sense the system prefers diversity and "dynamic" Africans. This is terrible since European players are superior. The pure German teams of the past won the most word cups. But FIFA wants to Africanize soccer in order to create impression that African immigration is wonderful. I am glad Paraguay won. They have a real national team.

Dr. Ricardo Duchesne

102,260 просмотров • 1 месяц назад

Let’s talk NPCs! I had a pretty clear idea from the start for how I wanted NPCs to move and behave. The system is built around paths with “connectors”, and every time an NPC reaches one, it decides where to go next based on a few factors. Those factors are things like “Are there already NPCs down this path? I have I come this way before, etc”. The idea was to simulate a certain level of “randomness” to the NPC movement so players can’t easily predict what an NPC will do (like in irl lmao). Once they have crossed enough connectors they then head towards a spawn point and leave the map. Every 30 seconds or so the system calculates how many NPCs are walking around and decides weather or not to put another one in, always aiming to keep things within a certain range. This post is a bit more in-depth than my previous ones, but I felt like showing off a bit more of how things work “under the hood”. Think it’s overengineered? Any suggestions?

Let’s talk NPCs! I had a pretty clear idea from the start for how I wanted NPCs to move and behave. The system is built around paths with “connectors”, and every time an NPC reaches one, it decides where to go next based on a few factors. Those factors are things like “Are there already NPCs down this path? I have I come this way before, etc”. The idea was to simulate a certain level of “randomness” to the NPC movement so players can’t easily predict what an NPC will do (like in irl lmao). Once they have crossed enough connectors they then head towards a spawn point and leave the map. Every 30 seconds or so the system calculates how many NPCs are walking around and decides weather or not to put another one in, always aiming to keep things within a certain range. This post is a bit more in-depth than my previous ones, but I felt like showing off a bit more of how things work “under the hood”. Think it’s overengineered? Any suggestions?

ShyGirl Team 🌸🎮

15,057 просмотров • 4 месяцев назад

Dan Bello is trending because, this time he spent ₦3.4M to build a borehole for a Kano community that hasn’t had water since 1979. For comparative context, a governor spent ₦1.2bn to renovate 25 boreholes in Sokoto. Dan Bello was informed about the situation of people in Unguwa, Gayawa Ungogo LGA. Who have not had potable water since 1979. According to the locals, the state government has long abandoned them. There are no roads, water or facilities. Their women give birth by the road side or inside keke’s. But during elections they are promised facilities, but since 1979 they’ve been abandoned. The community is less than 5miles (or 8km) from the Emir of Kano's palace. Dan Bello built a borehole, and installed a solar system, as electricity doesn’t get to the region. He funded this from social media revenues. So, Nigerians are commending him and some nominating the philanthropist to run for Kano governorship. While many fear for his life.

Dan Bello is trending because, this time he spent ₦3.4M to build a borehole for a Kano community that hasn’t had water since 1979. For comparative context, a governor spent ₦1.2bn to renovate 25 boreholes in Sokoto. Dan Bello was informed about the situation of people in Unguwa, Gayawa Ungogo LGA. Who have not had potable water since 1979. According to the locals, the state government has long abandoned them. There are no roads, water or facilities. Their women give birth by the road side or inside keke’s. But during elections they are promised facilities, but since 1979 they’ve been abandoned. The community is less than 5miles (or 8km) from the Emir of Kano's palace. Dan Bello built a borehole, and installed a solar system, as electricity doesn’t get to the region. He funded this from social media revenues. So, Nigerians are commending him and some nominating the philanthropist to run for Kano governorship. While many fear for his life.

Trending Explained

17,794 просмотров • 1 год назад

AI BASKETBALL ANALYSIS. A FULL COMPUTER VISION SYSTEM. BUILT ON YOLO, OPENCV, AND PYTHON. Take any NBA broadcast. Any camera angle. Any resolution. Feed it into the system. YOLO finds every player and the ball. Frame by frame. No manual annotation. No pre-labeled data.The model just sees the court and understands it. Zero-shot classification looks at jersey pixels and decides who plays for whom. Two teams separated in milliseconds. Without ever being told the team names. But here's where it gets wild. Court keypoint detection identifies the geometry of the playing surface. Homography transforms the broadcast camera into a top-down tactical map. Real meters. Real coordinates. From a flat 2D video. Now every player has a position on a real court. Every movement becomes a data point. Every pass becomes a vector. Speed. Distance. Possession time. Pass networks. All extracted from nothing but pixels. No GPS. No chips in the ball. No million-dollar Second Spectrum setup. A Python script and a GPU. The full pipeline is open source. The tutorial walks through every line of code. From detection to transformation to analytics output. Teams used to pay six figures for this data. Now you build it in an afternoon. Computer vision didn't just enter basketball. It democratized it.

AI BASKETBALL ANALYSIS. A FULL COMPUTER VISION SYSTEM. BUILT ON YOLO, OPENCV, AND PYTHON. Take any NBA broadcast. Any camera angle. Any resolution. Feed it into the system. YOLO finds every player and the ball. Frame by frame. No manual annotation. No pre-labeled data.The model just sees the court and understands it. Zero-shot classification looks at jersey pixels and decides who plays for whom. Two teams separated in milliseconds. Without ever being told the team names. But here's where it gets wild. Court keypoint detection identifies the geometry of the playing surface. Homography transforms the broadcast camera into a top-down tactical map. Real meters. Real coordinates. From a flat 2D video. Now every player has a position on a real court. Every movement becomes a data point. Every pass becomes a vector. Speed. Distance. Possession time. Pass networks. All extracted from nothing but pixels. No GPS. No chips in the ball. No million-dollar Second Spectrum setup. A Python script and a GPU. The full pipeline is open source. The tutorial walks through every line of code. From detection to transformation to analytics output. Teams used to pay six figures for this data. Now you build it in an afternoon. Computer vision didn't just enter basketball. It democratized it.

zostaff

230,194 просмотров • 3 месяцев назад