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arXiv · 2026 · Write-up
One framework for APIs, models and LLMs
Shipping a model usually means stitching together a web framework, a serving layer and an inference engine, each with its own conventions. This paper describes Flama, which puts all three behind a single type-driven programming model.
J. Stat. Mech. · 2026 · Write-up
A kinetic theory of socio-economic structure
Where people settle and how unequally wealth is held are usually described by fitting a curve to the outcome. This paper derives both from the movement and earnings of individual agents, and finds that an uneven resource landscape is enough to produce them together.
BMC Ecol. Evol. · 2025 · Write-up
Why evolution proceeds in jumps
The fossil record is punctuated; most models of evolution are gradual. Dropping one rarely-examined assumption about the smoothness of fitness landscapes is enough to make sudden change the default rather than the exception.
Phys. Rev. E · 2025 · Write-up
Recovering a system’s dynamics from its data
Given observations of a complex system and no theory of how it works, reconstruct the equation governing it. Demonstrated on a mechanical benchmark, then on electricity day-ahead prices and currency-exchange rates.
Chaos · 2024 · Write-up
Forecasting prices that will not sit still
A Langevin equation captures electricity prices well while the market is stationary and fails when it is not. Pairing it with a neural ODE that learns the residual covers both regimes, tested on the Spanish day-ahead market.
J. Chem. Phys. · 2023 · Write-up
Inferring a field you cannot measure
Given only the positions particles settle into, recover the external field that put them there, with error bars. Bayesian inference joined to classical density-functional theory.
European Union · Horizon Europe & MSCA
Funded research, done in the open
Part of our work is fundamental research, carried out with universities and research institutes across Europe and funded by the European Union under Horizon Europe and the Marie Skłodowska-Curie Actions. The results are peer-reviewed and published in the open.
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Open source tools
The methods that survive contact with a real problem end up as tools, and we release every one of them in the open, free to read, use and build on. These are the same tools running behind our own products, not a cut-down version of them.