Project file项目档案 / 03

Second Pass

AI research toolGemini · ClickHouse · ADK2026

An attention-analysis system honest enough to disprove the hypothesis it was built around.一个足够诚实的注意力分析系统:它最终推翻了自己最初试图证明的假设。

Status状态
Solo live research prototype独立在线研究原型
Corpus样本
3 films · 198 usable segments3 部影片 · 198 个有效分段
Result结果
No replicated signal found未发现可复现信号
Control对照
Negative control collapses负对照结果归零
Second Pass — project visual

03 / Second Pass03 / Second Pass

Question the signal.验证每一个信号。

A real prototype. A testable claim.可运行的原型,可验证的主张。
Second Pass data and agent architecture 03
Approach & evidence方法与验证
Method方法

Shot-level AI scores and measured audience attention share one queryable evidence layer.镜头级 AI 评分与真实观众注意力进入同一个可查询证据层。

Finding发现

Credits, ties and small samples broke the headline result; the product reports that failure instead of hiding it.片尾、并列值和小样本击穿了核心结论;产品选择报告失败,而不是掩盖它。