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I showed you SAM 3 all week. This is a 0.6B model that outperforms it. Falcon Perception. Type "detect the plane" and it segments every plane in the frame. Pixel-accurate masks from natural language. Fighter jets. Fire. Crowds. All on a MacBook via MLX. No cloud.

Maziyar PANAHI

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63,029 views • 5 months ago •via X (Twitter)

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Jets. Helicopters. Wildfire. Traffic. Crowds. Falcon Perception. 0.6B parameters. "Find every person." It finds every person. "Find the fire." It finds the fire. +21.9 over SAM 3 on spatial understanding. Running locally via MLX. No cloud. What should I throw at it next?

Jets. Helicopters. Wildfire. Traffic. Crowds. Falcon Perception. 0.6B parameters. "Find every person." It finds every person. "Find the fire." It finds the fire. +21.9 over SAM 3 on spatial understanding. Running locally via MLX. No cloud. What should I throw at it next?

Maziyar PANAHI

18,191 views • 5 months ago

Gemma 4 analyzes the video. Generates key questions. Calls Falcon Perception. "Find all the people." 156 found. "Detect only white cars." 8 found. A 26B model is running agentic multi-QA vision orchestration. The models are running locally on a MacBook with MLX. No API.

Gemma 4 analyzes the video. Generates key questions. Calls Falcon Perception. "Find all the people." 156 found. "Detect only white cars." 8 found. A 26B model is running agentic multi-QA vision orchestration. The models are running locally on a MacBook with MLX. No API.

Maziyar PANAHI

158,988 views • 5 months ago

Gemma 4 watches raw video. Understands the scene. Then prompts SAM 3 to segment and RF-DETR to track. One AI directing two others. Fighter jets. Crowds. Aerial defense footage. All three models running locally on a MacBook. No cloud. What scene should I point this at next?

Gemma 4 watches raw video. Understands the scene. Then prompts SAM 3 to segment and RF-DETR to track. One AI directing two others. Fighter jets. Crowds. Aerial defense footage. All three models running locally on a MacBook. No cloud. What scene should I point this at next?

Maziyar PANAHI

370,665 views • 5 months ago

Gemma 4 looks at a parking lot. Decides what to ask. Calls SAM 3.1. "Segment all vehicles." 64 found. "Now just the white ones." 23 found. One model reasoning and orchestrating. One model executing. Both running locally on a MacBook. MLX. No cloud. No API.

Gemma 4 looks at a parking lot. Decides what to ask. Calls SAM 3.1. "Segment all vehicles." 64 found. "Now just the white ones." 23 found. One model reasoning and orchestrating. One model executing. Both running locally on a MacBook. MLX. No cloud. No API.

Maziyar PANAHI

594,789 views • 5 months ago

Mayor Eric Adams at a town hall last week: “I am the pilot, and you are all passengers. Pray for me to land the plane, cause there’s no parachutes on this plane, we’re all going down together.”

Mayor Eric Adams at a town hall last week: “I am the pilot, and you are all passengers. Pray for me to land the plane, cause there’s no parachutes on this plane, we’re all going down together.”

sami

7,044,147 views • 2 years ago

A view from a plane... What is happening! Are we living in a parallel universe? How is it possible for anyone to look out of a plane window at 38k feet and see this, above the cloud cover, and just go with the propaganda narrative that it's only condensation?

A view from a plane... What is happening! Are we living in a parallel universe? How is it possible for anyone to look out of a plane window at 38k feet and see this, above the cloud cover, and just go with the propaganda narrative that it's only condensation?

nogps

48,683 views • 4 months ago

Gemma 4 just dropped. I had it captioning video in real-time within an hour. Running locally on a MacBook. No cloud. No API. Real-time scene understanding. Oh and SAM3 is segmenting every object in the same frame. Same laptop.

Gemma 4 just dropped. I had it captioning video in real-time within an hour. Running locally on a MacBook. No cloud. No API. Real-time scene understanding. Oh and SAM3 is segmenting every object in the same frame. Same laptop.

Maziyar PANAHI

196,846 views • 5 months ago

Cancelled ChatGPT -> Built JARVIS -> Pays $0 -> it works offline + it's smarter than the $20/month version. No WiFi needed, no cloud, no API keys, no rate limits, no queues, no $20/month just to ask a server in Virginia for the weather. Just a local model running directly on the laptop hardware, voice activated, system integrated, controlling apps, answering questions, doing the work. Iron Man had JARVIS embedded in his suit, this guy has it embedded in his MacBook and it works on a plane, in a basement, on a remote cabin with zero signal. OpenAI is burning $700,000 a day on infrastructure to deliver something this guy runs for free. Anthropic charges $200/month for unlimited Claude access, microsoft built Copilot into every product they sell. This guy skipped all of it, downloaded a model and made his laptop the smartest device in the room. No subscription. No login. No internet. No data sent anywhere ever. The most powerful AI assistant on earth is now the one running locally on hardware you already own. ChatGPT charges you to think slower, he pays nothing and thinks alone, he made it himself.

Cancelled ChatGPT -> Built JARVIS -> Pays $0 -> it works offline + it's smarter than the $20/month version. No WiFi needed, no cloud, no API keys, no rate limits, no queues, no $20/month just to ask a server in Virginia for the weather. Just a local model running directly on the laptop hardware, voice activated, system integrated, controlling apps, answering questions, doing the work. Iron Man had JARVIS embedded in his suit, this guy has it embedded in his MacBook and it works on a plane, in a basement, on a remote cabin with zero signal. OpenAI is burning $700,000 a day on infrastructure to deliver something this guy runs for free. Anthropic charges $200/month for unlimited Claude access, microsoft built Copilot into every product they sell. This guy skipped all of it, downloaded a model and made his laptop the smartest device in the room. No subscription. No login. No internet. No data sent anywhere ever. The most powerful AI assistant on earth is now the one running locally on hardware you already own. ChatGPT charges you to think slower, he pays nothing and thinks alone, he made it himself.

Defileo🔮

154,607 views • 4 months ago

“Chemical Cloud that could cool the Earth” Are you wondering why you haven’t seen the Sun in 2026 at all? Why every day is the same - just a solid white layer of cloud? This video explains it in 20 seconds.

“Chemical Cloud that could cool the Earth” Are you wondering why you haven’t seen the Sun in 2026 at all? Why every day is the same - just a solid white layer of cloud? This video explains it in 20 seconds.

Concerned Citizen

115,359 views • 7 months ago

Nah no, this is not a pre-made or baked Blender model. It is created entirely from scratch using extruded geometry and procedural textures for the mustard hatching pattern on the model... all done with Google Gemini 3 pro AI. In fact, every Three.js 3D model you see on this website has been vibe coded with AI 😎 Live: Code:

Nah no, this is not a pre-made or baked Blender model. It is created entirely from scratch using extruded geometry and procedural textures for the mustard hatching pattern on the model... all done with Google Gemini 3 pro AI. In fact, every Three.js 3D model you see on this website has been vibe coded with AI 😎 Live: Code:

The Bugged Dev

54,391 views • 8 months ago

I finally did it!! I left the comfort of my everyday routine and got on a plane for the first time ever! If you need me, I'll be in canberra for the week🌼

I finally did it!! I left the comfort of my everyday routine and got on a plane for the first time ever! If you need me, I'll be in canberra for the week🌼

Lani Rei

13,385 views • 3 years ago

Kawhi Leonard back in 2019 on the rumors that his Uncle Dennis requested part ownership of the team, endorsement money, a house, and private plane during free agency: "I didn’t read it. I have no knowledge of it. People make up stories every day."

Kawhi Leonard back in 2019 on the rumors that his Uncle Dennis requested part ownership of the team, endorsement money, a house, and private plane during free agency: "I didn’t read it. I have no knowledge of it. People make up stories every day."

Tomer Azarly

48,540 views • 16 days ago

If you use the /3d command in Omma, it will generate a 3D model and automatically place it in a 3D scene, all in one shot. The resulting GLB model is automatically compressed and optimized. (demo on this thread)

If you use the /3d command in Omma, it will generate a 3D model and automatically place it in a 3D scene, all in one shot. The resulting GLB model is automatically compressed and optimized. (demo on this thread)

Omma AI

45,704 views • 5 months ago

Got a lot of comments that the last photo was Photoshop. No, it wasn't. It was just a plane taking off and I was in place to catch it. Here is the full sequence of about 2 dozen photos.

Got a lot of comments that the last photo was Photoshop. No, it wasn't. It was just a plane taking off and I was in place to catch it. Here is the full sequence of about 2 dozen photos.

Andrew Leyden

41,344 views • 1 year ago

A pilot landed a plane in the ocean near a Florida beach and survived Faith Tankley was flying from Fort Myers to the Bahamas when, about 27 km from shore, the right engine failed, followed by a landing gear malfunction. She decided not to try to reach an airport — with a full tank of fuel, a hard landing could have caused a fire. Tankley turned the plane toward the ocean, avoided people and buildings, and managed to land it on the water. The plane suffered almost no damage, and the pilot got out of it without assistance.

A pilot landed a plane in the ocean near a Florida beach and survived Faith Tankley was flying from Fort Myers to the Bahamas when, about 27 km from shore, the right engine failed, followed by a landing gear malfunction. She decided not to try to reach an airport — with a full tank of fuel, a hard landing could have caused a fire. Tankley turned the plane toward the ocean, avoided people and buildings, and managed to land it on the water. The plane suffered almost no damage, and the pilot got out of it without assistance.

NEXTA

44,545 views • 27 days ago

I’m no pilot but I do know a few choppers…. This looks like a direct line for the plane to me, how could the helicopter not see the plane…🤔 And why were there stories about the crash online hours before it happened? WTF is going on

I’m no pilot but I do know a few choppers…. This looks like a direct line for the plane to me, how could the helicopter not see the plane…🤔 And why were there stories about the crash online hours before it happened? WTF is going on

HM Ministry Of Gaslighting

308,836 views • 1 year ago

Jupiter is nearing opposition. That means it will be in the sky all night long. When that happened last year, I spent 6 weeks shooting it every night, and created this timelapse of the cloud movements. Should I do this again?

Jupiter is nearing opposition. That means it will be in the sky all night long. When that happened last year, I spent 6 weeks shooting it every night, and created this timelapse of the cloud movements. Should I do this again?

Andrew McCarthy

443,808 views • 3 years ago

first ray tracing demo on Bend2! looks unimpressive til you realize there's no shader nor opengl buffers on EVERY frame, it: - allocates a "quadtree JSON" with 1 million objects (??) - ray-traces over it, using a Python-ish marcher - renders every pixel to the screen - collects the entire structure and it still renders at ~80 FPS on 1024x1024 with no leaks and no stop-the-world garbage collection. it just keeps going again this is not optimized in any sensible way. this is rendering 3d graphics by allocating a massive JSON on every frame and then ray tracing and consuming it whole inside the Apple M4 GPU. and somehow it works I'm soo happy I finally have time to play with my creation 🥺

first ray tracing demo on Bend2! looks unimpressive til you realize there's no shader nor opengl buffers on EVERY frame, it: - allocates a "quadtree JSON" with 1 million objects (??) - ray-traces over it, using a Python-ish marcher - renders every pixel to the screen - collects the entire structure and it still renders at ~80 FPS on 1024x1024 with no leaks and no stop-the-world garbage collection. it just keeps going again this is not optimized in any sensible way. this is rendering 3d graphics by allocating a massive JSON on every frame and then ray tracing and consuming it whole inside the Apple M4 GPU. and somehow it works I'm soo happy I finally have time to play with my creation 🥺

Taelin

60,151 views • 9 days ago

🇷🇺🔥 A Russian economist who attended the St. Petersburg International Economic Forum organized by Putin a few days ago metaphorically warns society that Russia is in an extremely dire situation. He compares it to a doomed airplane rapidly descending toward the ground. 📌 “I attended all four days of the 2026 St. Petersburg International Economic Forum, and the whole thing resembles a situation where we are on a plane that is falling… Now, let’s summarize it quickly.” 📌 “Russian economists, companies, investors, officials — all of us are on a plane that is hurtling downward and doomed to crash… The passengers of this plane are discussing the situation, thinking, and sometimes complaining, considering how to stabilize it… However, the real power is in the isolated cockpit (a hint at the Kremlin)… The only thing left for the passengers is to pray that the pilot pulls the yoke toward himself and stabilizes the plane. Therefore, we should pray.” This is a remarkably candid and pessimistic assessment coming from a Russian expert who participated directly in Putin’s flagship economic event. The airplane metaphor vividly illustrates the sense of helplessness and impending crisis felt even among those inside the system. It highlights the growing disconnect between official propaganda and the harsh economic reality in Russia. Video is generated by grok AI

🇷🇺🔥 A Russian economist who attended the St. Petersburg International Economic Forum organized by Putin a few days ago metaphorically warns society that Russia is in an extremely dire situation. He compares it to a doomed airplane rapidly descending toward the ground. 📌 “I attended all four days of the 2026 St. Petersburg International Economic Forum, and the whole thing resembles a situation where we are on a plane that is falling… Now, let’s summarize it quickly.” 📌 “Russian economists, companies, investors, officials — all of us are on a plane that is hurtling downward and doomed to crash… The passengers of this plane are discussing the situation, thinking, and sometimes complaining, considering how to stabilize it… However, the real power is in the isolated cockpit (a hint at the Kremlin)… The only thing left for the passengers is to pray that the pilot pulls the yoke toward himself and stabilizes the plane. Therefore, we should pray.” This is a remarkably candid and pessimistic assessment coming from a Russian expert who participated directly in Putin’s flagship economic event. The airplane metaphor vividly illustrates the sense of helplessness and impending crisis felt even among those inside the system. It highlights the growing disconnect between official propaganda and the harsh economic reality in Russia. Video is generated by grok AI

NSTRIKE

128,376 views • 3 months ago

This is a Plane dispersing a Chemtrail. It also shows what happens when it stops spraying a Chemtrail. This is repeatable & observable and caught on camera hundreds of times. If you believe that the air conditions changed that dramatically, for it just this to instantly stop - you are most probably an idiot.

This is a Plane dispersing a Chemtrail. It also shows what happens when it stops spraying a Chemtrail. This is repeatable & observable and caught on camera hundreds of times. If you believe that the air conditions changed that dramatically, for it just this to instantly stop - you are most probably an idiot.

Concerned Citizen

46,357 views • 2 years ago