📢 Cookie Snaps Algorithm & Mindshare Calculation Updates We listen closely to feedback and are rolling out improvements to the Cookie Snaps and mindshare calculation algorithms. This makes metrics better reflect the state of the market. Here’s what’s new: Cookie Snaps Algorithm → Improved farmer detection: Our algorithm now does a better job identifying farming behavior and AI-generated content. → Improved spammer detection: We’re now more accurate at flagging timeline spammers. → Smaller & loyal creators will be recognized: Authentic users with clean, non-spammy timelines will now be recognized and rewarded with SNAPS, even if their engagement numbers are lower. Mindshare Calculation → Wider engagement calculations: All types of engagements now count both smart engagements and standard engagements. → Weighted engagement: Every engagement is scored differently depending on the engager and their posting/engagement behavior. This includes factors like their role (farmer, opinion leader, regular user, bot), how much they engage in general, and other key traits. → Loyalty algorithm update: Mindshare now better detects users who mention too many projects in a short time period. → Improved farming cabal detection: Better identification of farming and engagement circles reduces the influence of farming rings on mindshare scores. → Spam omission: Spam or excessive posts from a single user are now excluded from a project’s mindshare calculation.