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#0185
NotificationsExecContainers

The training run sends its own progress reports

Your fine-tune runs for nine hours on a bare metal box. Inside the training loop, every 500 steps, the script POSTs to hoody-notifications: urgency: low, summary: "Step 8500/30000: loss 0.412", category: "training-run-may05".

On your phone, the display tab is open. The lows don't ring or vibrate: your OS treats them as silent banners: but they accumulate in the history. You scroll the tab during your commute and see the loss curve as a list of summaries. At the end of the run, the script fires one urgency: normal: "Run complete, final loss 0.317, model at /weights/may05.bin." That one banners.

Used to mean a Weights & Biases project, a token, a dashboard URL, an account for every collaborator. Now it's curl in a for loop and the same display tab everything else uses.

The training script is its own status page.