Philipp Rudiger

As discussed elsewhere, I'd consider creating a worker thread a singleton in a module as bad practice. If you want to share a worker thread put it in the `pn.state.cache`.

I'm not an expert in VSCode, does this work for other `ipywidget` components? That's what's used to render Panel components inside VSCode so if it works for them we might...

> Could insight be provided into why the CI failed? Likely just spurious failures.

I would write it like this personally: ```python import random import time import panel as pn pn.extension() OPTIONS = ["Wind Turbine", "Solar Panel", "Battery Storage"] # Classifier function def classify(image):...

This is not unexpected, the problem with the naive `--num-procs` approach (which really is inherited from Tornado) is that it has zero session affinity. This means that the initial HTTP...

A much more likely route is that once subinterpreters are fully exposed in Python 3.13 we can leverage those for scaling, which will have all kinds of benefits because the...

Since Panel wraps Bokeh we can actually do something about the problem that @mattpap describes. So while we've updated the docs for now to avoid this issue we can actually...

I think this is probably the right place, HoloViews handles shared toolbars for its layouts but in theory it should be able to do `pn.Column(hv_plot1, hv_plot2)` and somehow share toolbars...

>Cache on function code. I.e. if you change the implementation the cache will be cleared. This isn't easily possible as the function implementation changes on each reload anyway. If we...

Super helpful, thanks @tomascsantos!