X @Easy

Kaito YAP Calculation - Kaito determines YAP scores based on three methodologies: Proof of Insight (semantic quality, originality, informativeness, and topicality), Reputational Bonus (high-ranking yappers provide outsized returns for those they engage with), and anti-cheat mechanisms [2][3] - Kaito actively slashes users for group farming, solicited engagement requests, bot or multi-account farms, and plagiarized content [5] YAP Farming Best Practices - Maximize YAP farming by implementing a high-volume reply strategy (posting 100 thoughtful replies daily, focusing on top leaderboard yappers), target rotation, proof of work (volume of relevant posts), and proof of exchange (weighted reputational engagement) [4] - Engagement early on posts outweighs later engagement due to a 5% loss per 24 hours [4] - Prioritize English language content due to LLM language bias, but the system accounts for non-English posts [4] - Project loyalty bonus is awarded for hyper-focusing on specific topics [4] - Rotate engagement with multiple top-ranking creators to avoid diminishing returns from repeat replies to the same handles [6] - Concentrate on Kaito-specific X content on a small number of Yapper Leaderboard projects, ensuring content is organic, original, and not AI-generated [6] - Specialize in 2-3 project leaderboards to benefit from loyalty multipliers [6] - Front-load quality threads early in the week for epochs, then maintain reply engagement mid-week due to time decay effects [6] Crypto Native AI - Surf's Crypto Native AI provides more accurate and relevant responses compared to non-crypto native AI like ChatGPT, Gemini, and Claude [7] - Surf's AI incorporates native content, questioning, web browsing, and research directly related to Crypto Twitter [7]