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.show more

🚨 BREAKING: Apple just acquired Meta's SAM team! On-device... segmentation now ships natively in macOS 26.x This is what it looks like when you run SAM3 on MLX locally. Every car. Every fire. Real-time. M2 laptop. No cloud.show more

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.show more

I finally managed to use Unlimited-OCR and Gemma 4... together in OpenMed. 🔥 A real patient chart: read, de-identified, and mapped to FHIR on one laptop. No cloud, no API key, nothing leaves the machine. All via llama.cpp, all free on Hugging Face. 🤗 What do we do next?show more

Wow! This is amazing! Segmented every car locally in... real time with Meta's SAM3 converted to MLX. Just on-device (M2 laptop) vision getting absurdly good. Local AI is moving faster than most people realize! What other models should we test? what kind of videos?show more

Claude fable 5 is cooked Claude fable 5 Vs... Gemma 4 26b a4b qat MTP Gemma 4 26b running locally on my 8GB vram single RTX 4060 built this using three.js in a single session and 3 prompts. no cloud, no subscription 100% private unlimited use. how long until it can catch up completely?show more

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.show more

An unusual object was spotted over Kyiv. Such objects... in the sky surprise and concern Ukrainians at the same time It is most likely a comet. No air-raid alert was declared 📹 Sternenkoshow more

GEMMA 4 26B ON AN RTX 4060 WITH A... 248K TOKEN CONTEXT WINDOW 20 tokens per second and a context window so large you can feed it entire codebases, books and research papers in a single prompt this is not a cloud api and not a server rack, this is a regular consumer gpu running locally with llama.cpp and q4_k_xl quantization 248k context on an 8gb vram card was not supposed to be possible and here it is just running on someone’s desk the article below covers exactly which tools and configs make this kind of setup work in 2026 ↓show more

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.show more

No filters, no makeup—just my real face, just as... I am. ❤️ Who wants to spend time doing makeup early in the morning? 😄 Keeping it natural and keeping it real! ✨show more

Meet Gemma 3n, a model that runs on as... little as 2GB of RAM 🤯 It shares the same architecture as Gemini Nano, and is engineered for incredible performance. We added audio understanding, so now it’s multimodal, fast and lean, and runs on-device (no cloud connection required!)show more

AN $8 ESP32 IS RUNNING LOCAL AI WITH ZERO... LATENCY A creator deployed a computer vision model on an ESP32 microcontroller to track human movement locally in real time, showing what’s possible without a GPU.show more

Kimi K3 beats GPT 5.6 Sol on both speed... and in cost in backend bug fixing ! Planted 4 defects in the same Python order service: a wrong-total calculation, a broken access-control check (IDOR), a crash on invalid input, and an inventory oversell. Both models got identical code and the same prompt, with an automated test suite verifying every fix over the live API. Both went 4/4, but by the time Kimi K3 finished all 4, GPT 5.6 had only fixed 2. Kimi wrapped in under half the time, at half the cost. Kimi K3: 1min 34s · $0.1 · 4/4 GPT 5.6 Sol: 4min 6s · $0.2 · 4/4show more

You know what time it is. Siraya Tech ODG... PET-CF gets the hammer test. Keep in mind if I hit a regular Glock frame this hard, the result would be the same. No. I won’t.show more

Just dropped two new tools in Score Studio today:... → Real-time depth estimation + object detection on the same frame. → Background removal. Next… 3D point clouds Score Studio is going to become the go-to platform for anything vision: ✅ Auto-Data Generation ✅ Auto-Training ✅ Auto-Evals ✅ Auto-Deploy All battle-tested by miners. All powered by Bittensor.show more

🤔 Imagine if your backend worked like `useState`. No... API calls. No fetching. Just reactive, real-time state that syncs across devices. That’s what InstantDB is doing. With Instant your frontend gets a real-time database. You write queries that stay in sync and work offline. Every save updates immediately, and it comes with built-in auth and permissions. See how InstantDB looks in action in this deeply technical blog post from Stopa ↓show more

Three boys found gold in Cheporor on Saturday. By... Tuesday, 10,000 people were standing in that same village. From all over West Pokot, and from Uganda. I know Kanyarkwat. It is quiet. There is no water for 10,000 people. No toilets. No police post for a crowd that size. The gold is real. The danger is also real.show more

THE REAL TEST IS WHAT HAPPENS WHEN SHE DISAPPEARS... At first, it looks like a normal POV clip from a crowded carnival booth: plush bears above, people moving through the frame, and a girl paying with her phone. But then she gets fully blocked twice. First by a man carrying a child, then by another group passing through the same shot. Both times, she disappears from view, and both times she returns exactly the same: same spot, same posture, same payment motion, same phone, same hand, same angle. That is where AI video usually breaks. It is easy to keep a subject stable when nothing covers them. The harder part is restoring them after a full obstruction without changing the face, hands, outfit, pose, timing or objects. Here, the scene holds. No face shift, no hand glitch, no outfit drift, no phone jump, no reset after the frame clears. And the wild part is that none of it was filmed: not the booth, not the plush toys, not the strangers crossing the camera. AI video is starting to survive the messy interruptions that make real footage feel realshow more