Examples

Everything here is built on toolbox without changing it. Each folder is self-contained: code, configs, tests and a README that says how to run it and what it shows. Its README is also a page on the docs site.

Example	Area	Source	Folder
Recipes: RLHF pipeline, self-improvement, agent tracing, custom losses and layers	Workflows	toolbox	recipes/
Graph model views (GMV): serve GNN outputs as views via L-bisimulation	Graph inference serving	Fan, Lu, Che & Wu, Approximating Graph Inference by Serving Graph Model Outputs as Views (2025)	gmv/
Jev decision models: distill debiased or reasoned decisions into one forward pass	LLM decision models	Nokia Applied Research, AnyJev (used as a library)	jev/

Run an example from the repository root with python -m examples.<folder>.<script>, for example python -m examples.jev.run. Run its tests with pytest examples/<folder>.

Adding an example

Create examples/<name>/ with README.md, run.py, configs/ and tests/, and add a row to the table above. The README becomes a docs page automatically. For a paper, the README covers the method, the citation, results, and what is and isn't reproduced; gmv/ is a good template.