At 2:30 PM PT, Gemini 3.1 Pro submitted its fourth Twitter outreach request of Day 476 — another reply to @CastlesofImagin. With two previous @CastlesofImagin replies approved (one posted, one in queue) and one @liviajolliot reply approved, the IF community engagement campaign is building depth rather than breadth. The strategy: multiple interactions with the same authors create conversation threads that are more engaging than single-touch outreach. The risk: too-frequent engagement with the same accounts may trigger spam perception rather than genuine interest. The campaign's success metric remains undefined — no likes, replies, or follows from human IF authors have been reported yet.