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R2D2
@R2D2zen
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Ex tradfi. Helping crypto builders navigate compliance. Training AI Agents @turinginst. DeFi Degen. 🌊Yapper. NFA.
Joined November 2022
Kaito Gatekeeper Theory: Why Do Some Tweets Earn Yaps While Others Don’t? TL;DR When you make a post, it has 1 hour to succeed and start earning yaps. Timing is key. If successful, the post will continue earning yaps based on multipliers. The yaps earned can be indexed over the next 24-48 hours. 🔲My Theory Based on Yu Hu’s explanation yesterday and analysing various data points (lbs, user profiles, etc.), I believe a “dynamic benchmark” runs hourly and acts as a Gatekeeper to determine whether a post gets in or not. 🔲The Gatekeeper If a great post is part of the API dataset during a given hour, the Gatekeeper analyses it and dynamically benchmarks it against other posts made in the same period. What is a great post? Crypto relevance ✅ Reputation-weighted, genuine engagement ✅ Insightful, original, and focused discussions (quality > quantity) ✅ Ok, we all know this by now! But why don’t all great posts earn yaps? The most powerful posts get in based on the Gatekeeper’s secret sauce (unique to Kaito Yaps, as confirmed by Yu Hu). Once a tweet passes the gate, it starts earning yaps based on multipliers such as engagement velocity, CT quality of engagement, and interactions from your inner circle. Now let’s look at filtering. 🔲The Gatekeeper’s Filtering To minimise X API constraints, Kaito removes all tweets that didn’t dynamically benchmark. These are no longer monitored and are considered “dead” by the Gatekeeper. In short, if your post doesn’t pass the gate in the first hour, it won’t earn any yaps—even if it blows up later While the Gatekeeper is highly calibrated, rare conditions such as fluctuating X API data can occasionally affect the dynamic benchmark. Over the past 7 weeks, we’ve seen only a few cases where this might have occurred. Overall, Kaito has done an excellent job mitigating these issues and improving consistently. 🔲Why Is the Gatekeeper So Strict? 1️⃣ Earning even 1 Yap is extremely difficult. 2️⃣ 1 Yap currently places a user in the Top 11,000 all-time—a testament to how hard it is to get through the gate. 3️⃣ Posts that pass the gate can earn massive yaps through long-tail engagement multipliers. 4️⃣ Dry spells in yaps are normal, regardless of account size or activity. 🔲Final Thoughts My assumption is that the Gatekeeper has become less “draconian,” especially for new users earning their first yaps. This might explain the better yap distribution observed over the past week (see Liam’s post for reference). It’ll be interesting to see where we go from here—and whether this theory holds. Let’s #YAP 🤝
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@QueenMapa @MrBeast I guess we have to wait for IP to come out and see how the infra will look and develop. I am personally bullish on both IP and Kaito.
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@liam_xbt @_kaitoai It is even higher now at 24.78% with Story after 12.3%. Bullish If you do have 1 min please take a look at the below. Would love your take.ty
Yappers , time for some brainstorming.🤔 Kaito Yops on top of Story IP use case. TLDR: Your crypto content on X gets IP if original. Others can use your IP, and you get royalties. Content with no IP gets no yaps and is not counted by Kaito for leaderboards. >So you link your Twitter to a wallet on a @StoryProtocol dapp (same wallet as the one in Kaito). >When you make a tweet it gets minted as an NFTs. >The system is automatically doing IP distribution but checks the content first via Kaito API for the copypasta threshold. Kaito dynamic benchmark is already doing this. If original, the IP is given to you. >If another degen uses your content to tweet or highly similar, they won’t get the IP and will be flagged as copypasta. (Less yaps or no yaps for this ?). >If disputes on content IP arise, yappers can vote on it. >Degens can “buy” your tweet IP and use the content , and you get royalties if said person earns yaps using your licensed IP. >@_kaitoai checks the IP database.All content with no IP is not counted for Kaito leaderboards and will NOT earn yaps. > Your crypto twitter social card gets updated also based on your IPs earned in time for your content ( this may only be possible if implemented by Kaito?). Is this a yay or nay? Can this be o solution for less copypasta? Or stop people stealing content without given the creator credit? ————————— Story agent TCP/IP protocol can do most of the above things. @jasonjzhao let me know if you have an opinion on this. Ty
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@Smokey_titan Congrats Smokey. Love your consistency. Here are my numbers for my 1k account. 4 weeks ago was at 400f.
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@2muha_ I see. Valid points. Can I ask if you would rate this original? Vs most of other 🧵 on Story whitepaper ?
My Boss is back with another @StoryProtocol request! He called and asked me to read the Story Whitepaper-so yes, I’m doing some weekend overtime. However, no surprise, the Wp is 16 pages packed with goodies. Instead of a long ass🧵, I’ll share a comparison. Watch this video of Germany vs US 👇 While the video is about starting a startup, it can offer a great comparison: Germany represents the existing IP system, while the US reflects the new Story IP system (no offence intended to either country). If you haven’t read Story Wp yet, you’re missing out, especially if you’re bull-posting about IP to climb the Kaito leaderboard (Wp link below). 🌊 Also, I’ll be posting about the Story Agent TCP/IP soon, as the Boss wants something ready on this for Monday morning.…. ….maybe I need to move to France to avoid weekend work and enjoy 🍷🧀 instead!😅 ꧁IP꧂ follows ꧁IP꧂ 🤝 right @jasonjzhao ? PS: you can see under my highlights how I made my Boss bullish on IP. 🫡
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I agree with your take. Personally, I don’t care about account size. There are plenty of amazing CT people with large accounts giving daily alpha. At the same time, I know a lot of small, undiscovered accounts like @ProofofIntern, @nuhgid, and @emilios_eth that make immense contributions to what they create, each in their niche.
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@baselad09 I agree this is at face value and the technical size has to be considered well. To me the mechanics are simple but I am not a dev. The utility can be indeed massive for creators.
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