Both can safely go back to their home country. If (eg) an Indian immigrant doesn’t intend to integrate (continues speaking native language etc), are they then an expat?

What makes you think immigrants don’t have access to their home country?

I think we already explain societal impact, just retroactively: pre-PhD work justifies PhD funding, PhD work justifies postdoc funding, etc. We explain past contributions to secure future funds. I don’t think concurrent justification is reasonable, and might even be detrimental.

This is great! But how does it work tech wise? It says powered by the python SDK. I don’t know much about the AT protocol (yet).

Yes but in many cases even a txt file of timestamped lines is enough.

This is part of @flywhl.dev, an initiative building devtools for science.

Join our Discord: discord.gg/kTkF2e69fH

We've also made a "Call for Problems" in the workflow of computational science, which helps us decide what to build next: flywhl-ideas.notion.site

Now, you can search your commit history to find good results and the associated code state.

Then when your experiment runs, logis will commit your code for you, with a nice commit message and experiment metadata at the bottom.

Or use the (work-in-progress) implicit API, where logis finds your parameters/metrics in the arguments and return value.

The SDK is similar to Weights & Biases, just add relevant data to your experiment's run.