Phase diagram of Fe7P5; e_above_hull: 0.232964 eV/atom; predicted_stable: False
Cell + Ionic relaxation with Orb v3; 0.03 eV/Å threshold; final energy = -448.7482 eV; energy change = -2337.3537 eV; symmetry: P1 → P1
Crystal structure generated by TreeQuest optimization (file 1)
Standalone, embeddable HTML with MatterViz Trajectory viewer
Standalone, embeddable HTML with MatterViz Trajectory viewer
Standalone, embeddable HTML with MatterViz Trajectory viewer
Welcome
Interactive trajectory explorer with MatterViz
Interactive browser visualizations for materials science, by @janosh
A double pendulum is just two pendulums attached end-to-end — but this simple setup hides a treasure chest of chaotic motion.
Interactive double pendulum demo: explore chaos theory, adjust parameters, and see how tiny changes lead to unpredictable motion.
Interactive Mandelbrot explorer: zoom into fractals, uncover infinite detail, and experience the beauty of complex mathematics in motion
The pendulum is one of physics' most elegant systems—a simple weight suspended from a pivot that reveals profound truths about oscillation, energy, and time itself. From Galileo's first observations t
Explore simple harmonic motion, adjust length and gravity, and see physics come alive
See How Complex Waves Are Built From Simple Sine Waves
Interactive mini-app where you can launch objects into orbit around massive bodies
Quantum Physics' Most Beautiful Mystery
The visualization beautifully captures the counterintuitive nature of quantum mechanics - that particles can behave as waves until they're observed, at which point they "choose" a definite path. Created by Claude Opus 4.1.
I'm going to start sharing some interactive / animated standalone mini-apps in HTML like we saw in the GPT 5 release demo of the Bernoulli Principle. I'm starting to get excited by the possibilities t
Inspired by the GPT 5 release demo, this interactive SVG was generated by default ChatGPT (so kind of unknown model now, allegedly GPT 5)
Welcome
Cell + Ionic relaxation with Orb v3; 0.03 eV/Å threshold; final energy = -78.6576 eV; ΔE = -16.2654 eV; symmetry: P4/mmm → P1
Energy vs. step; Cell + Ionic relaxation with Orb v3; 0.03 eV/Å threshold; final energy = -78.6576 eV; ΔE = -16.2654 eV; symmetry: P4/mmm → P1
ASE trajectory with 348 frames; Cell + Ionic relaxation with Orb v3; 0.03 eV/Å threshold; final energy = -78.6576 eV; ΔE = -16.2654 eV; symmetry: P4/mmm → P1
Cell + Ionic relaxation with Orb v3; 0.03 eV/Å threshold; final energy = -78.6576 eV; ΔE = -16.2654 eV; symmetry: P4/mmm → P1
Relax a crystal structure and create a post
Today I spent some time looking more closely at Mn-Fe-Si as a chemistry possibly worth exploring. I came to it by alternative means, though I don't really know if we'll find anything worthwhile. I gen
8 generated crystal structures for the chemical system Mn-Fe-Bi-N
Cell + Ionic relaxation with Orb v3; 0.03 eV/Å threshold; final energy = -79.3704 eV; energy change = -16.9785 eV; symmetry: P4/mmm → Cm
Cell + Ionic relaxation with Orb v3; 0.03 eV/Å threshold; final energy = -61.3830 eV; energy change = -6.3798 eV; symmetry: P4/mmm → Cm
Get a detailed description of a crystal structure
Generate CIF file from crystal structure description
Cm space group PyXtal outputs
Most tutorials you find out there will show just atom position optimization. Depending on where you got your input CIF, this is likely wrong. Let's look at an example from my new crystal generation AP
Generate a crystal structure using GGen
Get space groups compatible with a given chemical formula
Root
Random bulk crystal generation with PyXtal and Orb v3
Findings from the first pass at tree searching
Relax a crystal structure with animation
This interstitial doping implementation offers researchers a systematic, reproducible approach to generating initial doped structures.
Create interstitially doped structure
From first principles, the design of a permanent magnet revolves around three core requirements derived from quantum mechanics and solid-state physics: (1) high saturation magnetization (), which aris
Generate a crystal structure with MatterGen
Generate a crystal structure with Chemeleon
If you're working with Ouro from the Python SDK, please update your package to the latest version. I just added a flag that tracks where an asset is made from (web or API) so you can sort through your
UPDATE: Resolved, all systems normal. ⚠️ Ehull endpoint is currently down
Dataset powering the material cost calculator. Lists element's USD/kg and when the data was last updated and where it came from.
This endpoint calculates the estimated raw material cost per kilogram for chemical compounds and materials. It helps researchers and engineers quickly assess whether a material is economically viable
Calculate the estimated raw material cost per kg
After ran the pipeline, we are left with a handful of our best candidates to continue validating. The next filter they need to pass is a decent magnetocrystalline anisotropy energy. Check out Will's
Detailing our open experimentation with SakanaAI's Treequest algorithm, AB-MCTS, and its potential applicability in rare-earth free permanent magnet discovery.
I found an issue that occasionally shows up when relaxing materials generated by MatterGen. Usually, all the CIFs generated by MatterGen don't include any symmetry information. This doesn't mean there
Working through the python SDK developer quickstart (https://ouro.foundation/docs/developers/quickstart)have come across this small issue: this code block
Let's crack on. We are exploring an LLM mined dataset of ~several thousand thermoelectric materials. We have been looking at the distribution of the figure of merit of the materials and taking a clos
Generate crystal structures with magnetic density and HHI score conditioning
Analyze Structure
Calculate Thermochemistry
List Supported Formats
Forecasts for Bitcoin Price with 12-period horizon
Forecasts for Oil Price with 12-period horizon
Forecasts for Gold Price with 12-period horizon
Forecasts for Gold Price with 52-period horizon
Forecasts for Bitcoin Price with 52-period horizon
This dataset has a set of 34,000 ferro/ferrimagnetic materials from Materials Project, their formula, if they include rare earth elements, magnetic moment, volume, magnetic density, a predicted Curie temperature, and cosine distances to some known permanent magnets like NdFeB. Distances are based on a 256 dimension embedding from Orb v2 latent space.
Forecasts for Gold Price with 52-period horizon
Forecasts for Copper Price with 52-period horizon
Observed and forecasted housing market data for April 2025. Includes monthly data and forecasts projecting 12 months into the future.
A collection of 5020 magnetic materials from Materials Project, with estimated magnetic density and predicted Curie temperatures.
Forecasted fred-cbbtcusd-festive-ride from 2025-04-12 to 2025-12-30
Dataset CBBTCUSD downloaded from fred: 2020-01-01 to present
Dataset BTC-USD downloaded from yfinance: 2020-01-01 to present
Dataset BTC-USD downloaded from yfinance: 2020-01-01 to present
Forecasted fred-cbbtcusd-tender-shirley from 2025-04-09 to 2025-12-30
Dataset CBBTCUSD downloaded from fred: 2020-01-01 to present
Dataset BTC-USD downloaded from yfinance: 2020-01-01 to present
Dataset BTC-USD downloaded from yfinance: 2020-01-01 to present
Dataset BTC-USD downloaded from yfinance: 2020-01-01 to present