Hand-written AI algorithms: exploring the logic of computing

Meta has introduced the Code World Model (CWM), a tool designed to bridge the gap between code generation and understanding. CWM acts like a 'neural debugger,' simulating program behavior and predicting outcomes such as infinite loops with high accuracy. The model was trained using over 120 million Python program executions and can predict algorithm complexity, ranking second on the BigOBench benchmark. Meta has released CWM as an open-weights model for research purposes, emphasizing its focus on programming and mathematical reasoning. Read more: https://lnkd.in/eyPKtYsK 📰 Subscribe to the weekly AI Programming Weekly: https://lnkd.in/eUQ-KTc2 #ai #artificialintelligence #ainews

🐍 Python is more than a language, it’s the engine powering scalable, sustainable innovation. At Kitware, we harness Python to transform open source platforms and high-performance workflows into tools that solve real-world challenges: 🔵 ParaView & 3D Slicer – Automating visualization and medical imaging workflows. 🔵 trame & Catalyst – Delivering interactive simulations and live HPC analysis. 🔵 Pan3D & OpenLIFU – Accelerating climate research and ultrasound studies. Beyond platforms, we strengthen the Python ecosystem itself through scikit-build-core, CPython build improvements, and community guidance, ensuring Python remains a sustainable foundation for innovation. From AI and machine learning to natural language processing, Python powers next-generation applications across research, government, and industry. Kitware helps organizations scale their Python investments sustainably, securely, and at speed. 🔗 Read the full blog to see how Python drives real-world impact: https://ow.ly/S6Bm50X7HK5 #PythonInnovation #OpenSourceTools #Kitware #ParaView #CMake

🚀 Excited to share my latest project — a Smart Motion Detection and Surveillance System built using Flask, OpenCV, and Deep Learning (YOLOv8)! 🔍 It detects unusual motion in real-time, captures snapshots automatically, and offers a web-based live feed with manual snapshot controls. 👨💻 Tech Stack: Python, Flask, OpenCV, Ultralytics YOLOv8 🎯 Goal: Enhance real-time security monitoring using AI-powered detection. #AI #DeepLearning #OpenCV #Flask #ComputerVision #Surveillance #Innovation

Meta has introduced the Code World Model (CWM), a tool designed to enhance both code generation and understanding. CWM acts like a "neural debugger," simulating program behavior and predicting outcomes such as whether a program will complete or enter an infinite loop. The model has been trained on over 120 million Python program executions and can analyze algorithm complexity, ranking second on the BigOBench benchmark for predicting time complexity. Meta has released CWM as an open-weights model for research purposes, emphasizing its focus on programming and mathematical reasoning. Read more: https://lnkd.in/gFcN4tah 📰 Subscribe to the Daily AI Brief: https://lnkd.in/epHYTU3i #ai #artificialintelligence #ainews

https://buff.ly/7AtdqfQ Mira Murati's Thinking Machines Lab launches Tinker - a Python API that simplifies fine-tuning massive AI models for researchers. Currently in private beta with unclear pricing. #AI #MachineLearning #Research #Tech #Startup #Python #DeepLearning #Innovation #AIInfrastructure #TechReview

🚀 Just built something exciting: Double Blink to Scroll using Python, OpenCV, and MediaPipe! 👀✨ Instead of touching your screen or keyboard, you can now scroll with a simple double blink. This opens doors for hands-free navigation, accessibility tech, AR/VR integration, and futuristic user interfaces. This is just the beginning — imagine what’s possible when AI meets human-computer interaction. ➡️ Accessibility for differently-abled individuals ➡️ Seamless browsing in AR/VR ➡️ Productivity hacks for the future I’d love to hear your thoughts and ideas on where this could be applied! 🔗 Built with: #Python #OpenCV #MediaPipe #AI #Innovation 💡 Dreaming big: Building technology today that feels like science fiction tomorrow. #ArtificialIntelligence #Accessibility #ComputerVision #FutureTech #MachineLearning #TechForGood #doubleblinktoscroll Meta | Instagram | Meta for Developers

🚀 Excited to share my latest project: AI-Powered Hand Gesture Recognition System 🤖✋ 💡 Built using Python, OpenCV, and MediaPipe, this system can detect and classify hand gestures in real time. ✨ Features: ✅ Multi-hand gesture recognition (Thumbs Up, Victory, OK, Rock, etc.) ✅ Real-time smoothing & accuracy boost ✅ Screenshot & video recording support ✅ Voice feedback for gestures (optional) This project highlights the power of Computer Vision + AI in enabling gesture-based human-computer interaction. 🌐 🔗 Exploring how intuitive interfaces can shape the future of touchless technology. #AI #ComputerVision #DeepLearning #MachineLearning #HandTracking #Python #OpenCV #GestureRecognition

👀✨ Ever wondered how computers "see" the world? From facial recognition to object tracking and even fun filters, Python’s OpenCV library makes it all possible. It’s a powerful toolkit for image and video processing—and surprisingly beginner-friendly. 🔍 What is OpenCV? OpenCV (Open Source Computer Vision Library) helps machines interpret visual data. With just a few lines of Python, you can build tools that respond to blinking eyes, hand gestures, or traffic signs. 🎯 Real-world applications: • Eye strain detection • Smart surveillance • Gesture-controlled interfaces • Augmented reality filters • Robotics and object tracking OpenCV is perfect for students, hobbyists, and professionals blending creativity with technology. It’s not just about writing code—it’s about building projects that can “see” and respond. If you're working on something visual, OpenCV might be the missing piece. Let’s connect and share ideas! #Python #OpenCV #ComputerVision #TechForGood #Innovation #AI #FinalYearProject #VisualIntelligence #CodingMadeSimple

🚀✨ Just created something exciting – A Real-Time Invisible Cloak using Python & OpenCV! ✨🚀 Inspired by the concept of Harry Potter’s invisibility cloak 🧙♂️, I built a computer vision project that makes a cloak disappear in real-time video using my laptop camera. 🔎 How it works: 🎥 Captures the background frame 🎨 Detects the cloak color (Purple in my case) using HSV color masking 🪄 Replaces cloak pixels with background pixels ⚡ Runs in real-time with smooth performance 🛠️ Tech Stack: 🐍 Python 📸 OpenCV (cv2) 🔢 NumPy 💡 What excites me the most is how fun and practical computer vision can be — from creative experiments like this to solving real-world problems in AR/VR, AI, healthcare, and robotics. 📸 Here’s a quick snapshot of the project (screenshot attached). I’d love to connect with others working on Computer Vision, AI, and AR/VR projects! 💜 #Python #OpenCV #ComputerVision #AI #Innovation #LearningByDoing

🧙 Startups need to release more fun features! In Mito AI, you can grab any cool graph from the internet and our agent with visualize your data in the style of that graph. I don't have a strong ROI calculation or logo littered case study for this feature, but I use it all the time for fun. Think of it as inspiring the AI. https://www.trymito.io/ #AI #dataviz #python #visualizations #autoviz #JupyterNotebook #datascience