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Practical, experience-based writing on live streaming, creator operations and the tools behind them.
ProductJun 18, 20261 min read
Automating gift triggers without breaking your stream
Gift-to-event automation is powerful and fragile in equal measure. Queueing, rate limits and failure modes — the engineering habits that keep live automation trustworthy.
Learn moreOperationsMay 28, 20261 min read
The moderation playbook for TikTok Live chats that scale
Past a few hundred concurrent viewers, goodwill moderation stops working. This is the layered setup — filters, roles, escalation — that professional operations run.
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