Why I run Melodex's multi-step AI music generation as a Temporal workflow instead of a hand-rolled queue, and when durable execution is overkill.
How a single content engine scans Markdown-on-disk blogs and Postgres-backed blogs behind one pluggable scanner interface, driven by YAML config instead of code.
AI image generation is slow and async. Webhooks fail, so I run a reconciliation system that makes the backend converge to the right state on its own.
My scheduled jobs silently failed for two weeks because a token went empty. The fix was to run them as native k3s CronJobs on the node where the runner already lived.
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