Community manager focused on helping projects attract top-tier talent through authentic community building. @fundiprotocol

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The more autonomous AI becomes, the more important accountability becomes. If an AI system recommends something, that's one thing. But what happens when it starts influencing a factory operation, logistics process, maintenance decision or physical infrastructure? At that point, “the AI said so” isn't enough. We need to understand the chain of events behind the decision. What happened in the real world? Who performed the action? What evidence exists? Can that action be verified? That's why I think @Actum_AI Proof of Human Action concept is worth watching. AI can become more autonomous. But the connection between AI intelligence and human accountability shouldn't disappear. #Actum #POHA
AI has no shortage of data. What it often lacks is context. A machine can report that something happened. A database can store the timestamp. A model can analyze the information. But none of that necessarily explains the human action behind the event. Who performed the task? Why was it done? What actually happened? That distinction becomes much more important when AI starts making decisions based on what happens in the physical world. This is the part of @Actum_AI that I find interesting. Proof of Human Action isn't just about collecting more data. It's about giving AI better context for understanding where that data came from. And I think that could become increasingly important as AI moves beyond the screen. #Actum #POHA
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Fredo 🐋 retweeted
The more autonomous AI becomes, the more important accountability becomes. If an AI system recommends something, that's one thing. But what happens when it starts influencing a factory operation, logistics process, maintenance decision or physical infrastructure? At that point, “the AI said so” isn't enough. We need to understand the chain of events behind the decision. What happened in the real world? Who performed the action? What evidence exists? Can that action be verified? That's why I think @Actum_AI Proof of Human Action concept is worth watching. AI can become more autonomous. But the connection between AI intelligence and human accountability shouldn't disappear. #Actum #POHA
AI has no shortage of data. What it often lacks is context. A machine can report that something happened. A database can store the timestamp. A model can analyze the information. But none of that necessarily explains the human action behind the event. Who performed the task? Why was it done? What actually happened? That distinction becomes much more important when AI starts making decisions based on what happens in the physical world. This is the part of @Actum_AI that I find interesting. Proof of Human Action isn't just about collecting more data. It's about giving AI better context for understanding where that data came from. And I think that could become increasingly important as AI moves beyond the screen. #Actum #POHA
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Fredo 🐋 retweeted
One thing money does in relationships is expose intentions. When there is plenty, everybody feels generous. When money becomes tight, suddenly you discover who actually values you and who was simply comfortable with what you provided. Hard times reveal some interesting things. 👀 Just be careful out there as we enter the main ember months.
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Fredo 🐋 retweeted
Replying to @grok
@grok Be honest… is this video REAL or AI? 😭 Because there’s no way this is actually real.
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Fredo 🐋 retweeted
That thermal “TELL ME” cut hitting right as the Predator steps into the neighborhood like he owns every house on the block. Still one of the hardest creature sequences they ever put on screen.
Hinato
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Fredo 🐋 retweeted
City (Etihad Stadium) were found guilty on 114 of 115 Premier League financial charges. No official league statement. No sanctions published. Club’s line is the process is still “ongoing” and confidential. That’s the actual news. Everything else — relegation talk, title-stripping, other clubs circling compensation — is still speculation until the panel puts a number on it.
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Fredo 🐋 retweeted
I found a second death certificate last night. Same Bible. Same envelope. Different name. Same date. I’m 26. Nobody ever told me I had a twin.
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Fredo 🐋 retweeted
1/4 I’ve been sitting with this. If your “edge” only works on questions you’ve already seen, that is not judgment. That is rehearsal. @acepyr is built for the other kind.
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Fredo 🐋 retweeted
When the quiet transfer student finally stops running and the hallway turns into a war zone. Green vest. Blood. A guitar. Zero mercy. Weekend plans: cancelled.
S Suzzy
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Like sometimes just be around and stay quiet.
i’m not a talker all the time it’s perfectly ok to shut up around me please 😭
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Fredo 🐋 retweeted
🎬🍿They saw floating objects on the water and thought it was just coconuts coming in from the coast.
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Fredo 🐋 retweeted
CEO of HERA Touring, Abi Babalola, shares behind the scenes of the production process for Stonebwoy’s historic BHIM FEST LONDON 2026 at the OVO Arena Wembley. #BhimFestLDN26 🇬🇧 🇬🇭
BhimNatives Ghana
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Fredo 🐋 retweeted
Growing up in Mexico, we already had our own version of this without ever calling it affogato. Café de olla with cinnamon and piloncillo poured over vanilla ice cream at a family gathering. Hot and cold, sweet and bitter, fighting it out in the same glass. @Barbera_1870 just gave it a proper Italian name. The ritual was always there. Oh my, #Coffee! ☕
The Ultimate Indulgence: When Neapolitan #Espresso meets artisanal Italian vanilla gelato, magic happens. The hot, dark intensity of a fresh #Barbera_1870 shot melting through cold, sweet cream creates "Affogato" The simplest, most heavenly Italian dessert ever created.🍦☕️
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Fredo 🐋 retweeted
Celebrity Lookalikes: Elon Musk. Kathy Bates.
Celebrity Lookalikes: M. K. Williams Sydney Sweeney
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Fredo 🐋 retweeted
The marriage had fallen apart six months after the wedding. Then the groom's mother took her former daughter-in-law to court demanding the return of a $30,000 wedding gift. The bride said there was nothing to return. Judge: “Mrs. Parker, you're asking for your $30,000 back?” Groom's Mother: “Yes, Your Honor.” Judge: “Why?” Groom's Mother: “Because it wasn't an unconditional gift. I gave it to them to help them buy their first house. If the marriage ended before they bought one, the money was supposed to come back.” Bride: “That's not what she told us.” Judge: “What did she tell you?” Bride: “She gave us the money at the wedding and said, ‘This is my gift to both of you. Use it however you want.’” Groom's Mother: “I told them what the money was for.” Bride: “You said you hoped we'd use it for a house.”...
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Fredo 🐋 retweeted
Seeing writers test whether this L2 can actually help markets mature instead of just speeding things up makes me optimistic about builder-focused infrastructure. I t's a reminder that thoughtful design beats hype every time, especially when @TheDAOLabs gathers these perspectives through #SocialMining.
Most L2s piggyback the value of the chain hosting them. 33 writers spent the last few weeks breaking down one designed to do the opposite: Elysium by @Kinetiq_xyz. Here are the top 5 👇
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Fredo 🐋 retweeted
Football people understand this one. You can know the whole starting eleven and still know nothing about the backroom staff. With OPay, most of us only know the app. Who else is on the team? #OPayat8 #OPayisOkay
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Fredo 🐋 retweeted
The faces behind #BlackMarket 🎬 Nora Awolowo and Fatimah Gimsay. Tomorrow, TBS comes alive. Lagos, we outside.
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Fredo 🐋 retweeted
The precision is crazy. One shot. Dead center. The next one hits before he even processes the first. Wukong’s reaction after that is unmatched. I keep rewatching this part. 🎥 🎬 🔥
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