jutul-agent

A scientific AI agent for differentiable simulators built on the Jutul framework. Ask for a simulation in plain language. The agent sets it up, runs it in a persistent Julia session, analyses and plots the results, and iterates: fixing mistakes and refining the next run.

Get started How it works

jutul-agent · my-battery-run

$ jutul-agent tui
> Set up a constant-current discharge for the
  chen_2020 cell and plot the voltage curve.

run_julia  output = solve(cell_setup)
plot_julia  voltage vs time
saved artifacts/voltage_curve.png

   

The browser UI (jutul-agent web): chat on the left; interactive plots and reports pinned in a canvas on the right.

• Usage

  ---

  Install, initialise a workspace, drive the TUI, pick models.

  Installation and usage · CLI · Configuration · Models · Approval and safety

• How it works

  ---

  The component map and the pieces behind it: the persistent Julia kernel, the filesystem, memory, context, and the trace.

  Architecture · Turns · Kernel · Filesystem · Memory · Context · Trace

• Extending the agent

  ---

  Add a simulator as data, improve behavior with the right lever, and prove every change against the benchmark.

  Adding a simulator · Improving the agent · Evaluation

• Development

  ---

  Repo layout, the test tiers and what CI runs, dependency policy, and the agent-first working method behind it all.

  Development · Testing · Agent-first

Supported simulators

Simulator	Package	Domain
jutuldarcy	JutulDarcy.jl	Reservoir / multi-phase flow
battmo	BattMo.jl	Lithium-ion (and other) battery cells
fimbul	Fimbul.jl	Geothermal (ATES, BTES, doublet, EGS)
mocca	Mocca.jl	Adsorption-based CO₂ capture