Closing Remarks

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" summary

Ninety percent of the morning audience still stays, and the meeting ends with concrete takeaways: spam fighting is hard but communal, product fixes sometimes beat classifiers, and humans still make costly mistakes. Build flexible canonical clustering that adapts across products, follow the money to target where spammers feel it, and join the sign-up exchange to share signals. Open-source reusable tools and prioritize cross-team visibility to reduce duplicated effort and speed response.

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