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Every time I think the ESP32-S3 has hit its limit, someone finds another gear. This open-source Jet renderer is now pushing the S3 even harder. Real-time screen-space reflections, water ripple distortion, lens flare and 8 ships on screen, all running on a tiny MCU. Performance dropped from around 60...

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Praveen Kumar Verma

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15,924 Aufrufe • vor 6 Tagen •via X (Twitter)

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What If Your ESP32 Could Run Real 3D Graphics Without a GPU? 🤯 Jet is a tiny C++17 software 3D rasteriser built for constrained hardware like the ESP32 and STM32. - Runs entirely in software - Integer-only rendering - Native RGB565 - Flat, Gouraud and Phong shading - Affine and perspective-correct textures - Z-buffering and backface culling - Optional CRT, bloom and motion-blur effects - Designed for displays like ST7796 & ILI9488 On an ESP32-S3, Jet can render around 40,000 triangles/sec, with up to about 650 visible triangles at 60 FPS on a 480×320 display.
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What If Your ESP32 Could Run Real 3D Graphics Without a GPU? 🤯 Jet is a tiny C++17 software 3D rasteriser built for constrained hardware like the ESP32 and STM32. - Runs entirely in software - Integer-only rendering - Native RGB565 - Flat, Gouraud and Phong shading - Affine and perspective-correct textures - Z-buffering and backface culling - Optional CRT, bloom and motion-blur effects - Designed for displays like ST7796 & ILI9488 On an ESP32-S3, Jet can render around 40,000 triangles/sec, with up to about 650 visible triangles at 60 FPS on a 480×320 display.

Praveen Kumar Verma

52,639 Aufrufe • vor 7 Tagen

another example: a developer used the exact same $8 ESP32-S3 chip and local AI setup to build a real-time object recognition camera the fact that this is running entirely offline, on an eight-dollar microcontroller, without any cloud API calls, is wild... it captures the video feed, processes it locally through the model, and identifies objects in real-time. we are entering an era where you can just glue intelligence onto any physical object for less than $10. the hardware barrier is completely shattered.
0:39

another example: a developer used the exact same $8 ESP32-S3 chip and local AI setup to build a real-time object recognition camera the fact that this is running entirely offline, on an eight-dollar microcontroller, without any cloud API calls, is wild... it captures the video feed, processes it locally through the model, and identifies objects in real-time. we are entering an era where you can just glue intelligence onto any physical object for less than $10. the hardware barrier is completely shattered.

ard

223,776 Aufrufe • vor 1 Monat

btw this robot runs on a fully open source AI framework called Xiaozhi it turns a $8 ESP32 chip into a fully autonomous voice assistant NO expensive cloud servers or high latency wake-word detection and audio streaming happen locally on the chip: > requires only an ESP32-S3, a microphone, and a basic speaker > supports real-time conversational voice interaction > completely open-source and customizable for any DIY robotics project anyone can now build a personal AI companion for the price of a cup of coffee. (github link in the replies)
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btw this robot runs on a fully open source AI framework called Xiaozhi it turns a $8 ESP32 chip into a fully autonomous voice assistant NO expensive cloud servers or high latency wake-word detection and audio streaming happen locally on the chip: > requires only an ESP32-S3, a microphone, and a basic speaker > supports real-time conversational voice interaction > completely open-source and customizable for any DIY robotics project anyone can now build a personal AI companion for the price of a cup of coffee. (github link in the replies)

ard

42,210 Aufrufe • vor 22 Tagen

meet WALL-E no, not the one from the cartoon :) this is a fully 3D-printed, autonomous desk companion running on an ESP32. it uses a local AI voice assistant to process commands in real-time and control its own motors building intelligent robotics just dropped to zero cost...
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meet WALL-E no, not the one from the cartoon :) this is a fully 3D-printed, autonomous desk companion running on an ESP32. it uses a local AI voice assistant to process commands in real-time and control its own motors building intelligent robotics just dropped to zero cost...

ard

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An 8-year-old turned an $8 microcontroller into a fully offline, voice-controlled AI storyteller. No Wi-Fi. No cloud. No API. Using an ESP32-S3, INMP 441 mic, i2s speaker and Max 98357A amplifier, Laksh built a bot that generates stories, creates animations, reads them aloud and responds to voice commands: play, pause, resume and next story. He built it by forking the brilliant open-source TinyStories LLM for ESP32 created by Slava S.. It had text. Laksh added voice, interaction, controls and animation. Git repo: Current drawback: bad English TTS on the ESP32. So that is what we are building next.
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An 8-year-old turned an $8 microcontroller into a fully offline, voice-controlled AI storyteller. No Wi-Fi. No cloud. No API. Using an ESP32-S3, INMP 441 mic, i2s speaker and Max 98357A amplifier, Laksh built a bot that generates stories, creates animations, reads them aloud and responds to voice commands: play, pause, resume and next story. He built it by forking the brilliant open-source TinyStories LLM for ESP32 created by Slava S.. It had text. Laksh added voice, interaction, controls and animation. Git repo: Current drawback: bad English TTS on the ESP32. So that is what we are building next.

Capt Venkat 🇮🇳

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Turn an ESP32-C3 into your own desktop flight radar. ✈️ Micro-radar is a fun open-source project that displays live nearby aircraft on a circular display using flight data from the OpenSky API. Topics Covered - ESP32-C3 firmware - Wi-Fi networking - REST API integration - JSON parsing - Embedded graphics - Circular LCD displays - Real-time data visualization - Arduino development - 3D-printed enclosure design Why It's Worth Building - Learn embedded networking with real-world APIs - Build a polished desktop gadget - Explore embedded UI design - Easy to customize with your own data sources - Fully open source It's a great example of how embedded systems, cloud APIs, and clean hardware design can come together to create a practical project.
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Turn an ESP32-C3 into your own desktop flight radar. ✈️ Micro-radar is a fun open-source project that displays live nearby aircraft on a circular display using flight data from the OpenSky API. Topics Covered - ESP32-C3 firmware - Wi-Fi networking - REST API integration - JSON parsing - Embedded graphics - Circular LCD displays - Real-time data visualization - Arduino development - 3D-printed enclosure design Why It's Worth Building - Learn embedded networking with real-world APIs - Build a polished desktop gadget - Explore embedded UI design - Easy to customize with your own data sources - Fully open source It's a great example of how embedded systems, cloud APIs, and clean hardware design can come together to create a practical project.

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PS5 emulation just hit another exciting milestone. SharpEMU can now boot Minecraft: PlayStation 4 Edition all the way to the main menu, running at a smooth 60 FPS. Current progress: • Game boots successfully • Main menu renders correctly • Stable 60 FPS in the menu • UI is fully responsive • Controller input is working • Graphics render without major corruption • Debug performance overlay is active This may not look like much, but reaching a fully interactive 60 FPS menu is a huge step in emulator development. The usual progression is: Black screen → Logos → Menu → Gameplay → Playable. SharpEMU has now cleared another major hurdle on that journey. Credit:Discord/Arbis
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PS5 emulation just hit another exciting milestone. SharpEMU can now boot Minecraft: PlayStation 4 Edition all the way to the main menu, running at a smooth 60 FPS. Current progress: • Game boots successfully • Main menu renders correctly • Stable 60 FPS in the menu • UI is fully responsive • Controller input is working • Graphics render without major corruption • Debug performance overlay is active This may not look like much, but reaching a fully interactive 60 FPS menu is a huge step in emulator development. The usual progression is: Black screen → Logos → Menu → Gameplay → Playable. SharpEMU has now cleared another major hurdle on that journey. Credit:Discord/Arbis

Techjunkie Aman

56,292 Aufrufe • vor 29 Tagen

I took Steve Ruiz's advice & got an ESP32! So much fun for ~$55. I programmed it to display live stats from my online radio station, and use the built-in mic to transcribe and send messages in the station's chat :) Here's everything I bought & how it works: - Waveshare ESP32-S3 1.54" e-Paper AIoT board ($30) - Wi-Fi, mics, speaker, battery charging built in - 3.7V 500mAh LiPo ($10) - JST 1.25 connector adapters ($15 for 20) - ESP32-S3 polls my radio's API over Wi-Fi every 20s → renders a "broadcast console" UI on the 200×200 e-paper - Hold-to-talk: dual mics record → WAV upload → server transcribes w/ OpenAI → posts to the live chat via websocket, pinned as the station owner (API-key auth) - Backend is my Wasp app (React/Node/Prisma) on Railway over 3 tiny endpoints: /status, /chat, /voice-chat - Firmware: PlatformIO + Arduino, GxEPD2 for the display, Waveshare's ES8311 codec drivers for the mic - Runs on battery, fully standalone Built the whole thing in a morning w Claude Fable 5. server endpoints, firmware. A really cool bit was mocking up possible UIs for the esp32 e-paper display using Claude's artifacts. Check out my mixes/shows at
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I took Steve Ruiz's advice & got an ESP32! So much fun for ~$55. I programmed it to display live stats from my online radio station, and use the built-in mic to transcribe and send messages in the station's chat :) Here's everything I bought & how it works: - Waveshare ESP32-S3 1.54" e-Paper AIoT board ($30) - Wi-Fi, mics, speaker, battery charging built in - 3.7V 500mAh LiPo ($10) - JST 1.25 connector adapters ($15 for 20) - ESP32-S3 polls my radio's API over Wi-Fi every 20s → renders a "broadcast console" UI on the 200×200 e-paper - Hold-to-talk: dual mics record → WAV upload → server transcribes w/ OpenAI → posts to the live chat via websocket, pinned as the station owner (API-key auth) - Backend is my Wasp app (React/Node/Prisma) on Railway over 3 tiny endpoints: /status, /chat, /voice-chat - Firmware: PlatformIO + Arduino, GxEPD2 for the display, Waveshare's ES8311 codec drivers for the mic - Runs on battery, fully standalone Built the whole thing in a morning w Claude Fable 5. server endpoints, firmware. A really cool bit was mocking up possible UIs for the esp32 e-paper display using Claude's artifacts. Check out my mixes/shows at

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93,523 Aufrufe • vor 3 Monaten

Anthony Hopkins on why he may never return to Wales "I haven't been there for two years, but I love going back there." "My time is running out and i wish i could just get a walk around, but i'm getting a bit too old for that walking around." 88 years old and still thinking about home every day. he uses google maps to walk the streets of his childhood because real walking is getting harder. this hit me hard. time really does run out on all of us.
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Anthony Hopkins on why he may never return to Wales "I haven't been there for two years, but I love going back there." "My time is running out and i wish i could just get a walk around, but i'm getting a bit too old for that walking around." 88 years old and still thinking about home every day. he uses google maps to walk the streets of his childhood because real walking is getting harder. this hit me hard. time really does run out on all of us.

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Microsoft has just released an impressive update Copilot on Windows can now see and discuss anything on your screen in real time. Basically ChatGPT Advanced voice mode, but with vision and everywhere on your laptop. You don't need a subscription, it's 100% FREE: 1. Open Copilot 2. Click on the new vision icon 3. Choose the software to share 4. Start the conversation! Genuine game-changer to receive real-time guidance, understand anything on screen, learn faster and more. And the transcript is available right after your session ends.
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Microsoft has just released an impressive update Copilot on Windows can now see and discuss anything on your screen in real time. Basically ChatGPT Advanced voice mode, but with vision and everywhere on your laptop. You don't need a subscription, it's 100% FREE: 1. Open Copilot 2. Click on the new vision icon 3. Choose the software to share 4. Start the conversation! Genuine game-changer to receive real-time guidance, understand anything on screen, learn faster and more. And the transcript is available right after your session ends.

Paul Couvert

178,866 Aufrufe • vor 1 Jahr

Someone ran Claude Code on an e-ink notebook and the slowest screen in the world suddenly turned out to be the best home for an AI that already thinks one word at a time. This is the reMarkable Paper Pro, a paper tablet for notes with no browser and no social media and not a single app. He went into it over SSH and brought up Claude Code on Opus 4.8 on Claude Max and typed right into the terminal on the paper screen: "hello reddit, this is ssh terminal on rmpp". For years this screen got slammed for one thing. E-ink is too slow and it draws with a delay and it ghosts and it is no good for real work. But Claude itself puts out a thought one word at a time. And here is what came out of it: the very thing that killed the paper screen for normal software lined up perfectly with the pace of the AI. There is no more lag because there is nothing left to lag. And then come the things no monitor can give you. Your eyes do not get tired. You can watch Opus think on max effort for an hour and it feels like reading a book and not staring into a backlight. Nothing distracts you. Not a single notification and not a single tab and just a cursor and an agent that writes code while you simply watch the page. The charge lasts for days. E-ink barely touches the battery so Claude can grind on a task all night long and the tablet is still alive by morning. And it weighs as much as a notebook. The whole work setup now fits into a bag like a notepad with a stylus on top. Everything on the screen is for real: Claude Code v2.1.162 and bypass permissions on and Opus going off to think on max effort right on the e-ink. In my opinion this is the most unexpected home for an AI this year. Not a farm of graphics cards and not a wall of monitors but a quiet sheet of paper on a coffee table where the most powerful Claude writes code one word at a time like a pen.
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Someone ran Claude Code on an e-ink notebook and the slowest screen in the world suddenly turned out to be the best home for an AI that already thinks one word at a time. This is the reMarkable Paper Pro, a paper tablet for notes with no browser and no social media and not a single app. He went into it over SSH and brought up Claude Code on Opus 4.8 on Claude Max and typed right into the terminal on the paper screen: "hello reddit, this is ssh terminal on rmpp". For years this screen got slammed for one thing. E-ink is too slow and it draws with a delay and it ghosts and it is no good for real work. But Claude itself puts out a thought one word at a time. And here is what came out of it: the very thing that killed the paper screen for normal software lined up perfectly with the pace of the AI. There is no more lag because there is nothing left to lag. And then come the things no monitor can give you. Your eyes do not get tired. You can watch Opus think on max effort for an hour and it feels like reading a book and not staring into a backlight. Nothing distracts you. Not a single notification and not a single tab and just a cursor and an agent that writes code while you simply watch the page. The charge lasts for days. E-ink barely touches the battery so Claude can grind on a task all night long and the tablet is still alive by morning. And it weighs as much as a notebook. The whole work setup now fits into a bag like a notepad with a stylus on top. Everything on the screen is for real: Claude Code v2.1.162 and bypass permissions on and Opus going off to think on max effort right on the e-ink. In my opinion this is the most unexpected home for an AI this year. Not a farm of graphics cards and not a wall of monitors but a quiet sheet of paper on a coffee table where the most powerful Claude writes code one word at a time like a pen.

Blaze

422,760 Aufrufe • vor 1 Monat

AN OXFORD STUDENT IS RUNNING A PARTICLE SIMULATION WITH REAL PEOPLE'S NAMES AND CLAIMS CERN IS TAUNTING HIM THROUGH THE CODE Thousands of particles on a black screen - each one labeled with a real person's name - moving according to the laws of physics in real time and he is completely convinced this is not a simulation but a personal message from CERN directed at him specifically. Particle simulation with collision detection, velocity vectors and brownian motion - technically flawless code that tracks every particle individually and renders trajectories at 60 fps. CERN operates a 17km collider that accelerates protons to 99.9999991% the speed of light and generates a petabyte of data every single day - and apparently found the time to encode Oxford student names into a simulation. The code is real. The physics is correct. The conclusions are a separate conversation.
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AN OXFORD STUDENT IS RUNNING A PARTICLE SIMULATION WITH REAL PEOPLE'S NAMES AND CLAIMS CERN IS TAUNTING HIM THROUGH THE CODE Thousands of particles on a black screen - each one labeled with a real person's name - moving according to the laws of physics in real time and he is completely convinced this is not a simulation but a personal message from CERN directed at him specifically. Particle simulation with collision detection, velocity vectors and brownian motion - technically flawless code that tracks every particle individually and renders trajectories at 60 fps. CERN operates a 17km collider that accelerates protons to 99.9999991% the speed of light and generates a petabyte of data every single day - and apparently found the time to encode Oxford student names into a simulation. The code is real. The physics is correct. The conclusions are a separate conversation.

Noisy

5,721,657 Aufrufe • vor 3 Monaten

In my previous post about the #Nioh3 demo, I mentioned that when the game isn’t consistently holding 60 FPS or 120 FPS, several issues can show up. Here’s a clearer breakdown of what's going on. The main reason is that the game speed and physics are tied to the frame rate. When you enable the 120 FPS cap, the engine start overreacting and pushes CPU usage very high, even if the game is still running at around 60 FPS (as shown in the first example). In the second clip, you can see the uneven, jittery camera movement I mentioned before. Notice how much smoother 60 FPS and 120 FPS look compared to the unlocked side. Also, camera movement at 60 FPS is slightly faster than at 120 FPS. In the third clip, player movement is slower when the frame rate is unlocked. This doesn’t happen all the time, but it shows up often enough to be noticeable. Because of how the Katana Engine behaves, the game is clearly designed around 60 FPS. Running at 120 FPS is possible, but it’s only recommended if your system can maintain that target almost all the time, which isn’t easy to achieve. There’s also an alternative workaround where you select the 60 (locked) option and enable Frame Generation (DLSS or FSR 3), as shown in the last clip. The downside is that DLSS Frame Generation tends to show the same stuttery look as when the frame rate isn’t holding a fixed target, likely due to Reflex keeping the frame rate slightly below target. FSR Frame Generation, on the other hand, looks much smoother and works better here.
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In my previous post about the #Nioh3 demo, I mentioned that when the game isn’t consistently holding 60 FPS or 120 FPS, several issues can show up. Here’s a clearer breakdown of what's going on. The main reason is that the game speed and physics are tied to the frame rate. When you enable the 120 FPS cap, the engine start overreacting and pushes CPU usage very high, even if the game is still running at around 60 FPS (as shown in the first example). In the second clip, you can see the uneven, jittery camera movement I mentioned before. Notice how much smoother 60 FPS and 120 FPS look compared to the unlocked side. Also, camera movement at 60 FPS is slightly faster than at 120 FPS. In the third clip, player movement is slower when the frame rate is unlocked. This doesn’t happen all the time, but it shows up often enough to be noticeable. Because of how the Katana Engine behaves, the game is clearly designed around 60 FPS. Running at 120 FPS is possible, but it’s only recommended if your system can maintain that target almost all the time, which isn’t easy to achieve. There’s also an alternative workaround where you select the 60 (locked) option and enable Frame Generation (DLSS or FSR 3), as shown in the last clip. The downside is that DLSS Frame Generation tends to show the same stuttery look as when the frame rate isn’t holding a fixed target, likely due to Reflex keeping the frame rate slightly below target. FSR Frame Generation, on the other hand, looks much smoother and works better here.

BenchmarKing

17,820 Aufrufe • vor 6 Monaten

🚨 TRUMP JUST MADE IT CRYSTAL CLEAR ON IRAN This is the last chance. He’s given them every opportunity to denuclearize and sign a real deal. If they don’t take it, the options on the table get very ugly, very fast. In the meantime: • The Dow just hit another all-time high • U.S. forces are locked, loaded, and practicing • Ships that don’t comply get turned around or worse • Iran is bleeding hundreds of millions a day Trump’s message is simple: “I’m not looking to kill people. But if they force it… we’re ready.” Peace is preferred. But weakness is not an option. The ayatollah is running out of time.
3:07

🚨 TRUMP JUST MADE IT CRYSTAL CLEAR ON IRAN This is the last chance. He’s given them every opportunity to denuclearize and sign a real deal. If they don’t take it, the options on the table get very ugly, very fast. In the meantime: • The Dow just hit another all-time high • U.S. forces are locked, loaded, and practicing • Ships that don’t comply get turned around or worse • Iran is bleeding hundreds of millions a day Trump’s message is simple: “I’m not looking to kill people. But if they force it… we’re ready.” Peace is preferred. But weakness is not an option. The ayatollah is running out of time.

Gunther Eagleman™

66,282 Aufrufe • vor 22 Tagen

Two new #threejs projects on the way 😍 Working on my own gem renderer with a custom refraction material in TSL for #WebGPU, combining Screen Space Reflections + SSGTAO for superior results, as this allows diamonds to generate reflections on the metal mesh. The performance is incredible, even on gems with over 200 diamonds. This time, without any additional libraries. Just React Three Fiber and a lot of magic with custom shaders in TSL. GemGPU™ will also come with a very minimalist gem and metal customization panel that hides and lets the jewelry be the star. I also created a beautiful new stats panel that completely hides in the scene when not needed. It provides relevant optimization information, a performance gauge, summary and expanded modes, and day/night toggle. In the video, you can also see SSGI in action, with a pearl that reflects, in real time, all the objects in the scene, just as the objects in the scene reflect the pearl. It's magical. There are still a few things to fix, but I'll share the live link soon. Stay tuned.
3:43

Two new #threejs projects on the way 😍 Working on my own gem renderer with a custom refraction material in TSL for #WebGPU, combining Screen Space Reflections + SSGTAO for superior results, as this allows diamonds to generate reflections on the metal mesh. The performance is incredible, even on gems with over 200 diamonds. This time, without any additional libraries. Just React Three Fiber and a lot of magic with custom shaders in TSL. GemGPU™ will also come with a very minimalist gem and metal customization panel that hides and lets the jewelry be the star. I also created a beautiful new stats panel that completely hides in the scene when not needed. It provides relevant optimization information, a performance gauge, summary and expanded modes, and day/night toggle. In the video, you can also see SSGI in action, with a pearl that reflects, in real time, all the objects in the scene, just as the objects in the scene reflect the pearl. It's magical. There are still a few things to fix, but I'll share the live link soon. Stay tuned.

Anderson Mancini

12,113 Aufrufe • vor 6 Monaten

As someone who ships LLM systems in production, this sliding puzzle video is the closest thing to a "why sampling harder never finds the answer" explainer I've ever seen released for free. Everyone thinks a hard problem means a huge search space. It doesn't. Klotski has just 25,955 states, yet random search dies in the same pit every time. That's the exact reason OpenAI and Anthropic pay for guided search instead of more samples. Bookmark & watch this weekend. Same graph traversal, from a wooden toy on a coffee table to every reasoning model burning test-time compute today.
11:17

As someone who ships LLM systems in production, this sliding puzzle video is the closest thing to a "why sampling harder never finds the answer" explainer I've ever seen released for free. Everyone thinks a hard problem means a huge search space. It doesn't. Klotski has just 25,955 states, yet random search dies in the same pit every time. That's the exact reason OpenAI and Anthropic pay for guided search instead of more samples. Bookmark & watch this weekend. Same graph traversal, from a wooden toy on a coffee table to every reasoning model burning test-time compute today.

fintex

53,248 Aufrufe • vor 1 Tag

Week One was just a glimpse of what's to come. Yusuf has already given us moments to talk about, and this is only the beginning. YUSFULS, it's time to raise the bar. The real journey starts now. No more easing in... it's time to go all out for Yusuf. Let's lock in and make every moment count!🔥 ALL EYES ON YUSUF FOCUS ON YUSUF #YusufMuhammad #Yusfuls #BBNaija
1:54

Week One was just a glimpse of what's to come. Yusuf has already given us moments to talk about, and this is only the beginning. YUSFULS, it's time to raise the bar. The real journey starts now. No more easing in... it's time to go all out for Yusuf. Let's lock in and make every moment count!🔥 ALL EYES ON YUSUF FOCUS ON YUSUF #YusufMuhammad #Yusfuls #BBNaija

Yusuf Muhammad

24,297 Aufrufe • vor 23 Tagen