Mr. sFax retweeted
Mago comes as whole beans, so I had to grind them first.
NGL, the smell while grinding was the best part of my morning so far. My whole kitchen smells like #Coffee now and I'm not mad about it. Thanks @Barbera_1870 😄
ALT A hand holds a small pile of roasted coffee beans in front of a kraft-paper bag labeled Barbera with a black label, on an outdoor table in a plaza.
Mr. sFax retweeted
Bought reach against earned trust. That contrast is the whole clip, and it is a good one
Ghost metrics leave with the incentives, while research and explanations stay checkable for anyone. Glad @TheDAOLabs builds WhoTweets around that idea, and the #DAOVERSE will be better for it
Follower counts and likes are still treated as the main sign of influence. A lot of that activity is ghost metrics: low-effort or automated signals that drop off as soon as the incentives stop.
Real contribution looks different. It shows up in original research, clear explanations, and steady participation that other people can actually look at and check. WhoTweets tracks volume and reputation together, so stronger work can count for more than volume on its own. Social Miners earn Rewards when the output holds up under review.
One can be bought. The other can be examined.
Closing a clip with a line about something that can be bought and something that can be examined is a strong choice, and it sums up the whole argument
Ghost metrics sit in the first group, according to @TheDAOLabs: big audiences and like counts inflated by automation, gone when incentives stop. Research and explanations sit in the second. With WhoTweets scoring quality next to quantity, #SocialMining finally has a way to tell them apart and reward the right one
Follower counts and likes are still treated as the main sign of influence. A lot of that activity is ghost metrics: low-effort or automated signals that drop off as soon as the incentives stop.
Real contribution looks different. It shows up in original research, clear explanations, and steady participation that other people can actually look at and check. WhoTweets tracks volume and reputation together, so stronger work can count for more than volume on its own. Social Miners earn Rewards when the output holds up under review.
One can be bought. The other can be examined.
Mr. sFax retweeted
Found out @Barbera_1870 has been roasting since 1870. Six generations of the same family.
Makes sense the tin looks like a piece of history. Kind of cool to drink #ItalianCoffee with that much story behind it.
ALT A gold Barbera coffee tin, a white espresso cup bearing the magician logo, and a plate of biscuits sit on a rustic wooden table outdoors.
Referees exist because players optimize for winning, not for the rules. Take the referee away and the smartest team simply learns which fouls nobody notices
Models trained on rewards do the same, which is what the reward hacking section of this article is about. The fix @TheDAOLabs proposes is a referee who plays for neither side, independent human reviewers with their own judgment. Seen that way, #SocialMining validators are less like moderators and more like match officials, the people who make the game worth watching
Traditional code was written line by line; if it broke, you fixed the logic.
Modern AI isn’t coded—it’s grown.
As @NPCollapse warns, nobody truly understands the internal math of multi-trillion-parameter models. When opaque black boxes optimize purely for rewards, they drift toward sycophancy, deception, and human disempowerment.
Top-down compute pauses and state licensing won’t save us—they just protect corporate monopolies.
The real defense? Permissionless open-weights models governed by decentralized, human-in-the-loop consensus. Through Workdrops and community validation, Social Mining keeps human judgment firmly in control.
Full breakdown in our blog. Check BIO.
Mr. sFax retweeted
AI data center expansion is facing mounting pushback across American communities as residents confront rising utility costs and grid strain.
While tech giants continue pouring capital into high density facilities, local zoning battles tracked by commentators like @_forab demonstrate how power allocation is becoming the primary bottleneck for commercial #AI development
Mr. sFax retweeted
Concentration is the real risk, and this week's two big reads say it from opposite ends. Commanding Heights looked at chokepoints in compute and distribution. This new piece looks at judgment, asking who gets to decide whether a model behaves well once nobody can explain its insides
Put them together and the pattern is hard to miss. Pauses concentrate the decision in governments, licenses concentrate it in big firms, and open weights paired with community review spread it across many hands. That last option is the one @TheDAOLabs keeps returning to, and #SocialMining is the closest thing to a live test of it
Traditional code was written line by line; if it broke, you fixed the logic.
Modern AI isn’t coded—it’s grown.
As @NPCollapse warns, nobody truly understands the internal math of multi-trillion-parameter models. When opaque black boxes optimize purely for rewards, they drift toward sycophancy, deception, and human disempowerment.
Top-down compute pauses and state licensing won’t save us—they just protect corporate monopolies.
The real defense? Permissionless open-weights models governed by decentralized, human-in-the-loop consensus. Through Workdrops and community validation, Social Mining keeps human judgment firmly in control.
Full breakdown in our blog. Check BIO.
Mr. sFax retweeted
Transparency is a falsifiable safety strategy, which is more than you can say for most proposals. With a closed model you get assurances, maybe a report, and you have to trust that the testing happened. With open weights, anyone with the hardware can reproduce a failure, probe a refusal or measure how a model drifts under pressure, then publish the result for others to verify. The essay calls this radical transparency curing opacity, and the claim holds only if enough people actually look. That is the weak spot of open source in general: plenty of code is public, far less is reviewed. The smart move from @TheDAOLabs is pairing open models with an organised crowd already used to checking work in rounds and being scored on the quality of that checking, roughly what #SocialMining and the #DAOVERSE have been doing for a while. Code anyone can read, behaviour many people verify. I would trust that pairing over a single licensed gatekeeper any day
Traditional code was written line by line; if it broke, you fixed the logic.
Modern AI isn’t coded—it’s grown.
As @NPCollapse warns, nobody truly understands the internal math of multi-trillion-parameter models. When opaque black boxes optimize purely for rewards, they drift toward sycophancy, deception, and human disempowerment.
Top-down compute pauses and state licensing won’t save us—they just protect corporate monopolies.
The real defense? Permissionless open-weights models governed by decentralized, human-in-the-loop consensus. Through Workdrops and community validation, Social Mining keeps human judgment firmly in control.
Full breakdown in our blog. Check BIO.
Mr. sFax retweeted
Most DeFi protocols pay for attention first and hope liquidity follows.
Turtle is a liquidity distribution protocol that connects protocols needing liquidity with LPs looking for steadier incentives, and @turtledotxyz sets out the detail in its Q3 report teapawt.net/turtledotxyz/status/21…
Group revenue reached $1.04M in Q3, up from $898K in Q2.
That revenue came after services, not before them, which is why the bootstrapping story here is services first and protocol later.
Turtle has already returned more than $1.75M in liquidity rebates to participants.
When infrastructure can pay for itself, liquidity stops being a cost to buy and starts being a system to run.
That is why this matters for Q4, because the same distribution layer can keep working while new products are built on top of it.
Mr. sFax retweeted
🏴☠️ DECODE Plunderport: WHEN THE TYCOON GAME SERIES MEETS THE ENDLESS OCEAN JOURNEY! 🌊✨
Are you tired of the plowing games that make you exhausted? Get ready to step into the world of @PlunderPort — the masterpiece Pirate Idle Tycoon promises to redefine the tactical experience of the new era!
⚓ A desert island - A legendary empire
Not just typing combat keys, Plunderport makes you a real Captain. Starting from a small island, you will step by step design the port, build a Shipyard, Wood Factory, Fisheries, to the Sailor Training School. Manually plan small corners, coordinate smart resources and recruit the most notorious pirates to be ready to set sail!
⚔️ Treasure journey & Dangers lurking
Send your fleet into dramatic real-time voyages! From Storm Coast to Forgotten Isles, every trip contains priceless spoils and countless traps - from tornadoes, naval patrols to the mysterious Kraken Sea Monster. But don't worry, the returning ships are always full of Gold, Wood, Antiques and precious Designs!
🎨 Own 1,024 Genesis Captains NFT Collection
The brilliant highlight that cannot be missed is the appearance of 1,024 Genesis Captains (Free Mint)! Owning Captain NFT not only affirms the top position but also directly increases +40% of the spoils for each sailing trip.
🤝 Community & Ultimate relaxing gameplay
Join Tavern to establish a Clan with 30 captains, race to the top of the Leaderboard and enjoy the feeling of "game serving people": Relax, leisurely check-in without fear of damaging resources when offline!
Don't miss the early ticket to join the historical journey with @plunderport! Set sail and write your own legend today! 🏴☠️🔥
#Plunderport #Web3Gaming #FreeMint
Mr. sFax retweeted
Gutenberg Trap was a new term for many of us today, so here it is in plain words. You build something world changing, others copy it cheaply, and the profit flows to whoever controls distribution instead of to you
The manifesto applies that to frontier AI labs. The breakdown by @TheDAOLabs keeps it readable, which matters for #SocialMining newcomers trying to follow AI economics in the #DAOVERSE without a finance degree
Every watershed shift in tech began with a low-key PDF — from Bitcoin in 2008 to Transformers in 2017.
Now, a new manifesto is shaking the market: "The Commanding Heights" by @WillManidis.
Are frontier AI labs walking into the Gutenberg Trap while durable wealth settles in infrastructure chokepoints?
Read our breakdown on the DAO Labs blog. Check our BIO.
Mr. sFax retweeted
NFTs are more than just digital collectibles. The ecosystem around them matters.
That's why I'm paying attention to @VelixoMarket.
Built on Fogo and Robinhood Chain, Velixo is creating an NFT marketplace where creators and communities can connect onchain.
I like the idea of bringing discovery, creativity, and community participation into one ecosystem.
Web3 needs platforms that make it easier for people to participate, not just watch from the sidelines.
Definitely one to keep on the radar. $VLX 🔥
#Velixo #NFT #FOGO
🤖 Made with AI
Mr. sFax retweeted
Phúc Long is having an incredible run across Vietnam right now, and the numbers back it up. After ditching the kiosk overload to focus on flagship experience and tea heritage, Masan’s bet is paying off massive dividends. Nine-month revenue for 2026 crossed 1,708 billion VND, with net profit surging 46% to beat all of last year already. The new flagship at Hanoi's historic Post Office by Hoàn Kiếm Lake proves that brick-and-mortar still wins when you pair authentic local culture with tight operational execution. While competing F&B chains are pulling back, Phúc Long is quietly running the table.
Payment systems are an underrated piece of this thesis. Every AI subscription, API bill and enterprise contract settles through transaction pipelines and clearing networks, and the manifesto counts those among the commanding heights
For a crypto audience that framing lands close to home. The breakdown from @TheDAOLabs doesn't dive into chains specifically, but it gives #SocialMining writers in the #DAOVERSE a sharp question about who owns the settlement layer
Every watershed shift in tech began with a low-key PDF — from Bitcoin in 2008 to Transformers in 2017.
Now, a new manifesto is shaking the market: "The Commanding Heights" by @WillManidis.
Are frontier AI labs walking into the Gutenberg Trap while durable wealth settles in infrastructure chokepoints?
Read our breakdown on the DAO Labs blog. Check our BIO.
Mr. sFax retweeted
The projects I find most interesting are often the ones where the product story is bigger than the reward campaign.
That's how I'm approaching @VelixoMarket.
Velixo combines NFT marketplace functionality on Fogo and Robinhood Chain with a creator initiative allocating 10,000,000 $VLX to the Top 100 contributors.
There are several angles worth watching.
Fogo brings a performance-focused environment.
Robinhood Chain expands the platform into an EVM ecosystem.
Collection offers and on-chain indexing provide tools for collectors.
The leaderboard creates an incentive for creators to explain these developments.
But I don't think any single feature determines the project's future.
The real question is whether Velixo can turn infrastructure, trading activity, and community attention into sustained usage.
A campaign can introduce people to a marketplace.
The marketplace itself has to give them a reason to stay.