Research and complete proposals on creators, attention and AI account operations. Every article is open to read.
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Short-video viewers don't gradually lose interest. They either leave in seconds or watch through — almost nothing in between. We see this every day in client retention curves, and two independent academic studies confirm the same pattern on very different data. This article shares what we've learned, and the production rules we've built on top of it.
Weimeng Chen · July 2026 · 15 min readRead the complete articleThe complete overseas growth proposal, with English and Chinese films, creator video examples, platform workflows, and the 10-account pilot.
Topic: AI account operations
Short-video viewers don't gradually lose interest. They either leave in seconds or watch through — almost nothing in between. We see this every day in client retention curves, and two independent academic studies confirm the same pattern on very different data. This article shares what we've learned, and the production rules we've built on top of it.
Topic: Creative experiments & hook learning
MuseOn turns TikTok from a one-off agency expense into an AI creator team that researches trends, produces slideshows, and publishes daily across a matrix of accounts — and only bills when real views happen.
Topic: AI account operations
Turn social spend from one-off exposure into owned creative capability.
Topic: Creator–market fit
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