Blog
Data-driven guides to TikTok Live.
DiscordLiveHubCommunity
Rebuilding the 'Live Now' Notification
How to rethink the "Live Now" notification and make Discord a portal for your stream.
DataTikTok Live
A Gift Atlas: Inside 8 Million TikTok Coins
An interactive portrait of my full TikTok gifting history: 8 million coins, 10,315 gifts, and the people, hours, and streaks that defined the run.
CommunityDiscordLiveHub
Milestones, Achievements, and Roles
On the art of merit-based community management — and why three concerns that look alike should never be collapsed into one.
Power-UpsBattles
The Ultimate Guide to TikTok Live Power-Ups
How to use Power-Ups effectively to maximize your gifting impact.
BattlesProbability
Should You Combo Your Coins?
Expected value, variance, and when the consensus advice about gift strategy is wrong.
RankingFragments Coming soon
League Tiers Explained
How to optimally use your time and coins to climb the ranks.