We used RasterFlow to run Meta's SAM3 against 133 GB of NAIP satellite imagery. 312,000 building roof detections later, we asked: are these any good? Get the full breakdown: bit.ly/4wUNSnt

Every LLM from any lab today traces back to this guy, who was the only person at OpenAI pushing for pretraining transformer language models. He built GPT-1. After that did others see the potential. He invented it, and almost none of the so called AI experts even know his name.

چهارشنبه‌سوری خجسته باد.

Ali Khamenei is dead.

مجیدرضا جان من هیچ وقت فکر نمی‌کردم با دیدن رقص آدما انقدر گریه کنم.

Majidreza Rahnavard’s final words before his execution by the Islamic Republic, November 2022: 'I don’t want them to cry at my grave. Don't read the Quran. Don't pray. Instead, celebrate and play happy music.' 👉🏻 This is exactly what the people of Iran are now doing at the graves of all their loved ones. #IranMassacre

OpenAI JUST released how people are using chatgpt each bar in this chart is a billion-dollar wedge if you build the right verticalized, trust-rich AI startup: 1/ tutoring teaching (10.2%) - people want on-demand teachers more than almost anything else. a personal ai tutor that explains things your way, remembers your progress, and nudges you daily. 2/ how-to advice (8.5%) - this is consumer SaaS for micro-niches: “how to fix my resume,” “how to meal prep,” “how to set up my Shopify store.” every “how-to” is a wedge into a vertical AI agent. 3/ personal writing editing (18% combined) - 8% of traffic is people asking AI to write emails, 10.6% is editing or critiquing text. this is demand for AI copilots inside every workflow tool: sales, legal, HR, PR. 4/ health, fitness, beauty, self-care (5.7%) - validated consumer wedge. people already trust AI with their bodies. AI trainers, AI nutritionists, AI skin coaches — with a human layer for accountability. note: btw if you like seeing ideas/trends like this, you'll like @ideabrowser (free/paid plans) 5/ purchasable products (2.1%)- tiny % but huge monetization. people literally asking AI what to buy. the Amazon affiliate model gets reborn here. whoever builds the “AI-powered shopping layer” owns the new SEO. 6/ translation (4.5%)still unsolved. what people want isn’t raw translation, it’s contextual translation: tone, culture, slang. AI that doesn’t just translate but localizes your intent. 7/ computer programming (4.2%) - we know this, but it’s worth underlining: devs want copilots. the non-obvious play is vertical code copilots... Shopify dev copilot, Unreal Engine copilot, etc. TLDR; every bar is a behavior that people are already paying for elsewhere. translate those behaviors into vertical ai agents and startups. the data doesn't lie.

اگر یه مدلی بیاد مثل Sonnet-4 که بشه روی مک‌بوک اجرا کرد خیلی عالی میشه، ولی خوب we are not yet there

The weekend, tour 2026 😍

Hi, I’m Professor Michael Pyrcz, also known as the GeostatsGuy. I make all of my educational content freely available online to support anyone with a passion for learning #DataScience, #DataAnalytics, #Geostatistics, #MachineLearning, & #DeepLearning. Over the years, I’ve built out a comprehensive library of resources, including e-books, hands-on workflows, interactive dashboards, YouTube lectures, a Python package, etc. - all accessible and actionable! Why do I do it? Because education changed my life, and this is my way of paying it forward. Explore my full collection of free resources here: 👉 michaelpyrcz.com/my-resource….

مربی‌ها حق دارن ناراحت بشن من بخوام به حوزه تخصص‌شون ورود کنم!

New analysis: The Future of Landsat (and Civilian Earth Observation) NASA has issued a new RFI to explore whether the private sector can take on Landsat continuity from 2030, delivering science-grade data for open access with a radically smaller budget.

A sign of an intelligent person is their ability to learn from anyone, even those they dislike.

فردا اولین جلسه Kick Boxing 🥊

کنسرت اخیر Dua Lipa youtu.be/2gwUrukqEHk?si=439Y…

Announcing @MistralAI Voxtral, our frontier open source speech understanding models.

💭 اگه دنبال حال بهتری و می‌خوای دوپامین مغزت رو بالاتر ببری: 📌 دوش آب سرد، خواب به اندازه کافی، ورزشی که عرقت‌ رو در بیاره، موزیکی که از زمین بلندت کنه، تموم کردن یه کار کوچیک، نور خورشید اول صبح و خوردن غذاهای سرشار از تیروزین(مثل ماهی، بادام، تخم مرغ و...) رو جدی‌تر بگیر...

بچه‌ها دوره پایتون مقدماتی مقدمات پردازش تصویر من مدتهاست رایگانه. اگر تو این شرایط دنبال چیزی هستید که کمی آرومتون کنه یا حواستون رو از شرایط پرت کنه و در عین حال چیزی هم یاد بگیرید، تشریف بیارید در خدمت باشیم: t.me/manne_python