High-Performance Python Compute Engine for Data and AI

Optax is a gradient processing and optimization library for JAX.

🔍 Implement flow matching for efficient few-step generation with this minimal Pi-Flow solution, enabling easy reproduction of distillation results.

🚀 Optimize arithmetic circuits efficiently with differentiable architecture search for high-performance computing solutions.

🌐 Automate GOV backlink generation to boost your SEO with high-authority links that enhance your site's trust and domain authority.

🚀 Accelerate your AI projects with flashtensors, a fast inference engine that loads large models on a single GPU in under 2 seconds.

⚙️ Streamline your development process with silent-quark-930, a powerful tool for efficient code management and collaboration.

🛠️ Simplify model training with MLX for Tiny Recursive Models, focusing on easy setup and efficient performance on datasets like MNIST and CIFAR-10.

🚀 Implement the Tiny Recursive Model (TRM) for improved performance in recursive tasks, building on the HRM framework by Sapient AI.

🧪 Simulate molecules with an advanced quantum simulator using Flask and JavaScript for real-time analysis and responsive web interaction.

💧 Forecast river discharge using machine learning with optimized ensemble models for accurate next-day predictions and flexible time series applications.

🔍 Explore recursive reasoning with TinyRecursiveModels, a compact 7M parameter neural network achieving high scores on tough tasks without massive resources.

PennyLane is a cross-platform Python library for quantum computing, quantum machine learning, and quantum chemistry. Built by researchers, for research.

🧠 Optimize GPU workflows with `gpu-agent-opt`, a Python package for profiling, scientific computing, and efficient CUDA exploration.

📈 Simplify trading decisions with a Chinese-focused framework, integrating LLM support for A-shares, Hong Kong, and U.S. stock markets.

Experiments related to black box optimization using optilab.

🌍 Optimize CO₂ storage in geological formations using advanced algorithms for safe and efficient carbon dioxide injection and management.

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

🌐 Explore modular manifolds with clear code and techniques for advanced machine learning updates and training loops.