Technowatermelon. Elder Millenial. Building Farcaster. 

nf.td/varun

The signals that tend to do very well fall into one of three categories: 

1. Graph based -- spammers often share similar patterns of activity which can be used to catch them 

2. Behaviors - they also tend to do things a certain way, because they're being repetitive in their actions (e.g. posting at fixed internals) 

3. Textual - the content of their casts is often very predictive of their quality

excellent thread from @v summarizing the spam problem, what they've learned, and the path ahead.

if you're worried you've been unfairly labeled as "a spammer" read this thread.

Their system is more thoughtful than you might assume and learns quickly.

Authenticity is the goal ✨

But with this recent up where every channels are gated or need an invite and if not messages automatically goes to ‘more replies’ there should not be spam no more or what do you think?

So now you’re saying it’s only when someone replies under a cast that’s not link to any channel that is when the spam Algo will flag the person ? If so that should be in rare cases because right now basically everyone cast in a channel free or not..

that's already true. spam algo doesn't operate in channels.