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?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

🚨 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 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?show more

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.show more

this OpenClaw bot watches NASA wildfire satellites. when a... fire starts, it finds every at-risk home nearby, renders fire hardening fireproofing upgrade on their actual house, and mails them a postcard, all on autopilot. here's how contractors in fire zones can close $30k–$60k fireproofing jobs with this: - pulls live fire detections from NASA FIRMS satellites every 5 minutes - finds every home in the fire perimeter from public records - captures the property via Google Street View - classifies roof type + fire vulnerabilities using AI vision - generates a NASA satellite image of the neighborhood with real fire hotspots overlaid - renders a fire hardening retrofit on their actual house - prints a postcard with the NASA fire map + before/after retrofit + QR code every step from fire detection to mailbox runs without a human reply "FIRE" + RT and i'll send you the full guide so you can build this too (must be following so i can DM)show more

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

chucked it on the best server i have literally... rapid fire lol so satisfying. rewards every 3 mins 🔥show more

"do you have the video of the hoard of... pukeko chicks all running to the person recording but someone edited the DAMN! sound effect for like every chick so its just 100 DAMNNSS overlapped i cant find it" -> yeshow more

A Muslim finds a Quran on the ground, kisses... it and thanks Allah for the find, then discovers it was stuffed with bacon.show more

From parked cars to an Airbus A321 at cruising... altitude. Same laptop. MLX & Torch. SAM3 segments every vehicle on the ground. Yes, just cars. RF-DETR spots the Austrian Airlines jet overhead. Real-time detection. Two open-source models running locally. No cloud. No API.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 feel like every day when I opened that... door, I had no idea what was going to be behind it. And the person I wanted to be behind it… was”show more

Toss it up towards the rim, and Wemby will... find it 👽 Castle finds Wembanyama for the FASTBREAK SLAM! Tap to watch:show more

“yo bro enough of me lets move it along... to the next person…. i said lets move it along to the next person!”show more

🇺🇸 Meanwhile over Norfolk, Virginia Bro finds the edge... of the Geo-Engineered shelf of cloud that blankets America each & every day.show more

This looks so good! Someone wanted me to post... it once it got here and I can’t find the person but hopefully you see it lolshow more

If you see a Rat running towards fire, you... know what is chasing it is more dangerous than the fireshow more

“I came to realize something. the person that has... been standing beside you through it all may actually be the person you were meant to find. I am not sure why I never noticed it was you the entire time.” 🥹show more

Apple wasn’t kidding, the iPhone 17 Pro is really... built for running LLMs Here’s LFM2 8B A1B by running on-device with MLX in Locally AI - Local AI Chat, the iPhone runs the 8B model with zero struggle Thanks Prince Canuma for the port to MLX, it made the MLX Swift port possibleshow more

One for the ages... Sam Allardyce finds £5 on... the touchline and offers it to the fourth official 🤣🤣🤣show more