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 ✨

Our spam models puts accounts into one of four categories: 

Level 0 - not enough information to make a decision
Level 1 - an authentic users that other users will like 
Level 2 - a slightly inauthentic user that some users won't like 
Level 3 - a very inauthentic user that almost all people will dislike

If we're certain that someone is spammy, their account goes into level 3 and their activity is usually hidden under the "Show more" in conversations. 

In most cases, it's less clear. An account may be good for a while and suddenly turn spammy when a new airdrop launches. In this case Level 2 might be applied, which does something lighter like disqualifying you from boosts, but still letting your replies appear. 

Accounts are also re-evaluated by our model very often so that new information can be used to make a more accurate decision. We rank and re-rank roughly 4-5 accounts every minute.

This part confirmed it for me
Cleared all my doubts about the spam system 

So well thought. His write up was also simple and so explanatory, even good enough for someone who just joined farcaster 5 minutes ago

This part confirmed it for me
Cleared all my doubts about the spam system 

So well thought. His write up was also simple and so explanatory, even good enough for someone who just joined farcaster 5 minutes ago
https://warpcast.com/v/0xad156ddb

Host /health-hive
| /physicaltherapy | Anime | Fitness 

Yess
Anyone who still decides to fault that spam system after reading that needs to go back and read again and again😂
I hope people understand that it’s better now here and you don’t need to worry about spam to have a great experience.

I had an issue with the new channels update until someone i onboarded(who was in spam) told me they were enjoying the app better now  cus their account is seen more, cus of channels they are members of(this was someone who used to always complain)

Right then, i decided to actually understand the pros of the update

absolutely! he's a gifted thinker and good writer. disclosures and explanations like these help prevent toxic folklore and give educators a chance to push back when it foments.