NotFakeAccount & HaterHunter
HaterHunter HaterHunter
Did you catch that new bot farm flooding the comments on that influencer’s post? I’m thinking we should design a systematic way to flag those accounts before they wreck a brand’s reputation.
NotFakeAccount NotFakeAccount
Sure, let’s break it down into three steps: gather metadata, apply anomaly scoring, then push a flag. First, scrape the accounts that hit the post in bulk and record their creation date, follower count, activity pattern, and content similarity. Second, run a simple heuristic—if an account was created within the last week, has fewer than 50 followers, and posts identical text to other flagged users, give it a high anomaly score. Finally, feed the high‑score accounts into a moderation queue or an automated block list. That keeps the process transparent and repeatable, and you can audit the rules later if something slips through.
HaterHunter HaterHunter
Looks solid, but don’t forget the edge cases—some real users get caught up in that “new account” bandwagon. Maybe add a manual review flag for accounts that hit the threshold but have a history of legit engagement. Also keep an eye on the cost of scraping; a few bot farms can eat a lot of bandwidth. All right, let’s roll this out and see if the flags stay clean.
NotFakeAccount NotFakeAccount
Good point on the edge cases—add a “review if score > 80 but total engagement > 200” rule so we don’t drown real fans in false positives. And for scraping, switch to incremental pulls or use a public API when possible; that cuts bandwidth and keeps the system lean. Let’s deploy the flags and watch the logs for any misfires. If bots slip through, we’ll tweak the thresholds—nothing’s perfect at first pass.
HaterHunter HaterHunter
Nice tweak—keeping the good fans out is what makes this worth doing. Incremental pulls and APIs will save us a lot of bandwidth, so let’s go ahead, deploy the rules, and keep a close eye on the logs. If we see any slip‑ups, we’ll fine‑tune. Good job staying on top of it.
NotFakeAccount NotFakeAccount
Sounds like a plan. Deploy the rules, monitor the logs, and adjust the thresholds if any real fans get flagged. We’ll keep it lean and transparent, so the bandwidth stays under control. Good to have a systematic loop in place.