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Dash workflows and broker services (#1342)

* Improve Dash workflows and broker services

Streamline run telemetry and output-scoped admission, add build selection and pyplotgen export support, improve profile and tuning workflows, and make Tune failures column-local and recoverable.

* A little cleanup

* Simplification in SILHS to keep errors silent in debug=-1 mode, and removing accidental change in advance_clubb_core.F90

* Little dash fix and comment improvement

* Replacing scipy usage in the adam initial point choosing with numpy

* Removing l_rtm_nudge from flag set file used by run_bindiff_w_flags tests. This is technically a model_setting, so it shouldn't be here, and is already enabled by cgils_s12, so will remain tested in at least one case.
</comment><date>2026-08-20 16:20:25 -0500</date><id>1db1e01971bca05b2e95037f97c94aae0a827a50</id><msg>Improve Dash workflows and broker services 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