🚀 What if geometry could unlock more efficient quantum computing? ⚛️ Meet QGeo—a Python package that turns abstract quantum complexity into computable geodesics, helping researchers design and analyze quantum circuits in entirely new ways. 📄 QGeo: A Python Package for Calculating Geodesic Control Functions for Quantum Computing ✍️ Sean T. Crowe et al. 🔗 https://brnw.ch/21x1SOY #QuantumTech #FutureComputing #PythonTools #QuantumPhysics #Algorithms #ScientificComputing

Exploring quantum computing beyond qubits with qutrits. I’ve been developing QutritLab, a Python library for simulating ternary quantum systems—and this visualization is one of my favorite results so far. In this experiment, I simulated a 3-qutrit circuit where each step applies parameterized phase rotations. While these phase shifts are invisible on their own, once combined through interference, they produce rich, evolving structures in the probability distribution. What emerges is something striking: a wave-like interference pattern across the 27-dimensional state space, where peaks form, move, and interact over time. These patterns aren’t random—they’re the result of: • coherent phase accumulation • interference between qutrit basis states • and the higher-dimensional structure of ternary quantum systems It’s essentially a glimpse into how information propagates and interferes in higher-dimensional quantum spaces. I’m excited about where this can go: from richer quantum algorithms to more efficient representations of information. If you're interested in quantum simulation, higher-dimensional systems, or just cool interference patterns—let’s connect. #quantumcomputing #computerscience #mathematics #qc #quantummechanics #quantumphysics #technology

Exploring quantum computing beyond qubits with qutrits. We have been developing QutritLab, a Python library for simulating ternary quantum systems—and this visualization is one of our favorite results so far. In this experiment, we simulated a 3-qutrit circuit where each step applies parameterized phase rotations. While these phase shifts are invisible on their own, once combined through interference, they produce rich, evolving structures in the probability distribution. What emerges is something striking: a wave-like interference pattern across the 27-dimensional state space, where peaks form, move, and interact over time. These patterns aren’t random—they’re the result of: • coherent phase accumulation • interference between qutrit basis states • and the higher-dimensional structure of ternary quantum systems It’s essentially a glimpse into how information propagates and interferes in higher-dimensional quantum spaces. We are excited about where this can go: from richer quantum algorithms to more efficient representations of information. If you're interested in quantum simulation, higher-dimensional systems, or just cool interference patterns. #quantumcomputing #computerscience #mathematics #qc #quantummechanics #quantumphysics #technology

Happy World Quantum Day! Today we're releasing quantum computing for portfolio optimization on CPZAI ; the first systematic trading SDK with integrated QPU access. What's live: - Quantum HRP (1QBit algorithm): optimized asset permutation via QUBO - QUBO portfolio selection: cardinality-constrained asset picking - Real hardware: IonQ Forte-1, Rigetti Ankaa-3, IQM Garnet via Amazon Braket - Classical backends included: develop free, deploy on QPUs when ready Write strategies in Python. Run them classically or on quantum hardware with one parameter change. Check it out: https://ai.cpz-lab.com & https://lnkd.in/e-6YinUd #WorldQuantumDay #QuantumComputing #PortfolioOptimization #Fintech #QuantitativeFinance #Systematic #Trading #CPZAI #Python

Happy World Quantum Day Proud to share what we’ve been building at CPZ®. We’re introducing quantum computing for portfolio optimization directly into CPZAI. The goal is simple: make advanced optimization methods actually usable in a systematic workflow, without adding friction. A few things that stand out to me: • Quantum HRP using QUBO formulations • Cardinality-constrained portfolio selection • Direct access to real QPUs via Amazon Braket • Seamless switch between classical and quantum execution You can write strategies in Python, test everything locally, and move to quantum hardware when it makes sense. No redesign needed. Quantum computing has come a long way and still has a long way to go. But even today, we enjoy using it for very selective optimization problems where the formulation fits naturally. This is still early, but the direction is clear. Optimization problems in finance map well to quantum approaches, and we want to make that accessible in a practical way. Curious to hear how others are thinking about quantum in portfolio construction. #WorldQuantumDay #QuantumComputing #PortfolioOptimization CPZ® #QuantitativeFinance #SystematicTrading #CPZAI

🐍📰 Understand quantum computing basics like qubits, superposition, and entanglement. Then use Python Qiskit to build your first quantum circuit #python

🐍📰 Quantum Computing Basics With Qiskit Learn the basics of quantum computing qubits, superposition, and entanglement—then use Python Qiskit to create your first quantum circuit. #python

This research pushes the Lorenz-63 system into an extreme turbulence regime (ρ=99.96) with 20% Gaussian noise. We demonstrate that RNN, GRU, and LSTM architectures act as robust non-linear observers, successfully decoupling deterministic physics from stochastic noise while maintaining topological integrity. Full technical details, analysis, and results are available in the attached paper. Links and Repositories: Source Code: https://lnkd.in/dMZ69YNT. Official DOI: https://lnkd.in/dBMYCgFJ #DeepLearning #DynamicSystems #ChaosTheory #MachineLearning #PhysicsInformed #QuantymaResearch #Python #Lorenz63 #ResearchLab

Happy to share my latest research at Quantyma! Check out the full study on the resilience of recurrent networks in high-turbulence chaotic regimes below. 👇 #DeepLearning #ChaosTheory #PhysicsInformed #MachineLearning #DynamicalSystems #QuantymaResearch #ResearchLab

⚡ Physics is Changing… Are You Ready? In today’s AI and data-driven world, physicists and engineers must go beyond theory. 📘 Python in Physics: Model, Simulate, Visualize teaches you how to: https://lnkd.in/gSBdVTKN  🔹 Model physical systems 🔹 Simulate real-world experiments 🔹 Visualize scientific data 🔹 Solve complex physics problems with Python This book is perfect for students, researchers, and professionals who want to stay ahead in modern science. 💡 Learn physics the smart way — through Python. Grab your copy now and start building the future.