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98% of Tokens on Pump.Fun Have Been Rug Pulls or an Act of Fraud, New Report Says

A report by Solidus Labs has revealed the alarming scale of fraudulent activity on the Solana blockchain, with 98.6% of tokens launched on Pump.fun being chalked down as rug pulls or pump-and-dump schemes.
More than seven million tokens have been issued on Pump.fun since its inception in January 2024, with just 97,000 of those maintaining at least $1,000 in liquidity, the report added.
Pump.fun is a token creation platform that lets users issue new crypto tokens on the Solana blockchain at a very low cost.
The largest rug pull Solidus Labs identified over the time period was worth $1.9 million and was related to MToken.
Whilst the crypto industry has progressed and moved on following the spectacular implosion of FTX, hacks and scams are still rife with bad actors embezzling millions of dollars worth of assets by capitalizing on retail greed.
The memecoin sector is the greatest example of that, with 10s of thousands of bogus tokens being created every day. The hype around memecoin reached a crescendo in January when U.S. President Donal Trump touted his own TRUMP memecoin on social media. Shortly after the U.S. First Lady Melania Trump promoted MELANIA, both tokens are now down by 87% and 97% respectively, with a cabal of insiders reportedly profiting more than $100 million by buying the token before it was publicly available.
Meanwhile, on decentralized exchange Raydium, Solidus Labs found that 93% of liquidity pools (361,000 pools) exhibited soft rug pull characteristics, with the median rug pulls worth $2.8K.
In February, a Merkle Science report revealed that $500 million had been lost to rug pulls and scams in 2024.
Solana has emerged as a popular blockchain among criminals and scammers. Its near-zero fees and instant execution make it easy to deploy tokens and extract value.
Regulators are keeping a watchful eye over the sector. In March, the SEC set up a Cyber and Emerging Technologies unit designed to “root out those seeking to misuse innovation to harm investors and diminish confidence in new technologies.”
The regulator filed a class action lawsuit against Meteora in April, naming individuals associated with the M3M3 meme coin, alleging that they were responsible for a $69 million rug pull.
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ETH Surges 20%, Biggest Gain Since 2021 as Pectra Upgrade Helps Restore ‘Confidence’

Ethereum’s ether ETH led the market in early Asia hours as traders reacted favorably to the protocol’s recent Pectra upgrade, sending the token up nearly 20%, the biggest gain since 2021, and trading above $2100 according to market data from CoinDesk.
The move comes amid a broader crypto market rally that coincided with bitcoin BTC soaring past $100,000 for the first time in three months.
Ethereum’s Pectra upgrade, its most substantial overhaul since the 2022 Merge, represents a sweeping protocol hard fork, as CoinDesk previously reported.
The upgrade consolidates validator operations by raising the staking limit from 32 to 2,048 ETH (via EIP-7251), advances wallet usability through account abstraction mechanisms allowing temporary smart contract functionality (via EIP-7702), and implements nine other Ethereum Improvement Proposals.
«ETH is finally catching up after lagging behind BBTC for most of the year. While BTC is nearing its all-time high, ETH is still down nearly 50% from its 2024 peak,» Ming Jung from Presto Research wrote to CoinDesk in a note.
The Pectra upgrade, Jung said, «helped restore some confidence, and with ETHBTC down nearly 40% year-to-date at 0.02, it’s not surprising to see buyers stepping in at these levels.»
In a recent research report, CryptoQuant wrote that weak network activity on the Ethereum blockchain, which hasn’t grown since 2021, suggests that a recovery to prior highs isn’t imminent despite the rally.
In a market update, Flowdesk wrote that they see the crypto market broadly regaining momentum, with bitcoin passing $100K and a return to risk appetite, with investors shifting from caution to chasing higher-yield altcoins and structured products.
«We’re seeing a recycling of sell flow into higher-momentum plays, a shift from the caution that’s defined the last two months. While still below Q4 2024 levels, beta appetite is clearly building,» Flowdesk wrote.
March Zheng, General Partner of Bizantine Capital, told CoinDesk in a message that traders should remember that Ethereum has typically been the main on-chain altcoin indicator for risk-on, and its sizable upticks generally lead to broader altcoin rallies.
Elsewhere in crypto, bitcoin (BTC) is trading above $102.5K as ETF inflow continues to be positive. In a recent note, Standard Chartered said that its second quarter target of $120,000 might be «too conservative. Other market observers consider current upside targets to be «too low.»
Meanwhile, the CoinDesk 20, a measure of the performance of the largest digital assets, is up over 10%.
Read more: Breakout Alert: Ether, Bitcoin Cash-Bitcoin Ratio Break Downtrends as DOGE, SHIB Bottom Out
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SEC, Ripple Ink $50M Settlement Agreement, Ask NY Judge for Green Light

Ripple Labs and the U.S. Securities and Exchange Commission (SEC) have officially reached a deal that, if approved by a judge, will bring their years-long legal battle to a close.
According to a settlement agreement filed in New York on Thursday, both parties have agreed to a $50 million penalty — a portion of the $125 million fine initially imposed last year by Judge Analisa Torres of the Southern District of New York (SDNY), and a tiny fraction of the massive $2 billion fine initially requested by the SEC.
In her 2023 ruling, Judge Torres found that Ripple violated securities laws in selling its native XRP token to institutional investors, but did not violate securities laws in putting XRP on exchanges for retail customers to buy in a suit originally brought in 2020 under then-SEC Chair Jay Clayton (who’s now the Acting U.S. Attorney for the Southern District of New York).
The SEC, then under the leadership of former Chair Gary Gensler, appealed Torres’ ruling, prompting Ripple to cross-appeal. Under the settlement agreement, both parties agree to drop their cases. The Thursday filing confirms Ripple’s announcement in March that it had reached an in-principle settlement agreement with the SEC.
Read more: Ripple to Get $75M Of Court-Ordered Fine Back from SEC, Drops Cross Appeal
The settlement comes amidst the SEC’s full-scale retreat from a host of crypto investigations and litigation that began under Gensler’s tenure. After U.S. President Donald Trump took office in January and appointed crypto-friendly Paul Atkins to serve as the SEC’s new chairman, the agency has done an about-face on crypto regulation.
XRP climbed 9% on the news, continuing a 24-hour increase in value.
Ripple did not respond to CoinDesk’s request for comment.
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Anna Kazlauskas: Data Ownership in the Age of AI

You’re swimming in data. You’re creating new data every day. If your health app counts your steps? That’s new data. The Oura ring that’s tracking your bio-metrics? Valuable data. Your social media posts, even the stupid jokes that got zero likes? More data.
This is all data that AI companies would love to harvest. You can’t build good AI without good data, which is why many view data as the “new oil’ in the race for AI. The problem, though, is that while your data is valuable in theory, the reality is that it’s hard to monetize your own personal data, as you have no leverage as an individual. (Open AI isn’t knocking at your door to buy your old tweets.)
Enter Vana. “I think data is this fundamental resource powering the next generation of AI, and really the next generation of our digital economy,” says Anna Kazlauskas, co-founder of Vana and CEO of Open Data Labs. “A lot of people frankly just don’t realize that they actually own their data.”
But you do own your data. And it’s valuable… if you can somehow join forces with millions of others who also own their data. This would give you bargaining power. And that’s the mission of Vana: To create an ecosystem for user-owned data, which in turn fuels user-owned AI.
That ecosystem involves a mix of Data DAOs (a “labor union” for data), decentralized data marketplaces, the recently launched VRC-20 token, and a new collaboration with Flower Labs to build the world’s first user-owned foundational model. (Exhibit A that Decentralized AI is creeping into the mainstream: The Vana/Flower collaboration was covered by WIRED.)
Kazlauskas will give a keynote at the AI Summit at Consensus 2025 outlining this vision, and she gives a glimpse here. And she sees the momentum shifting. “We’re already starting to see this shift where more people realize that, ‘My data is really important to AI’ and ‘I’m actually the owner of that.’” She predicts that in a few years, over 100 million users will be onboard. In 10 years? “World population. Above 10 billion.”
Interview has been condensed and lightly edited for clarity.
Why is user-owned data so important to you?
Anna Kazlauskas: Most people assume data is owned by the platforms that it’s sitting on, but that’s not the case. In the same way that when you put your car in a parking lot, the parking lot doesn’t own your car. You can always take it back. You have full ownership over it.
And there’s a huge amount of money being made today, mostly by big tech companies, off of that data, but users are the legal owners. So I think it’s important that we restore that ownership, both from a user perspective and from a developer’s perspective.
Can you connect the dots of how this helps developers?
As a developer, especially in an AI world, having access to the right data is really important. And it’s super hard to do right now, because most of the data is locked up within the walled gardens of big tech. So many of my really smart friends who do stuff in AI go work at the big labs, because that’s where the data is and that’s where the compute is. But that doesn’t have to be the case.
How do Data DAOs fit into this vision exactly?
So a DataDAO is kind of like a labor union for data. Where basically you have a large group of people who pool their data together, and then can make collective decisions over what happens to that data.
The reason why that’s important is that your data, on its own, is not that useful, right? It’s much more useful when there’s a big pool of it. When there’s enough of it to train an AI model.
What are some of the Data DAOs you’re most excited by?
There are a few in the health space that are really interesting. There’s an early one that’s actually doing full exports of patient medical records, which I think can really help advance a lot of research in the space. There’s some related to biometrics, sleep, and health. There’s one with the DLP [Driver Loyalty Program] Labs; they’re building car data. And within their data-set, the Tesla data is really interesting because most people think about Tesla as valuable because they have a data lead, right? Actually, the users can get a lot of that data-set.
You’re pivoting from theory to practice with the new collaboration with Flower Labs to build COLLECTIVE-1. What’s the goal there?
COLLECTIVE-1 is the first user-owned foundation model. Usually when people think about a foundation model, they typically think of one company running a very large training job in a single data center, right? Like OpenAI. And the reason why it’s typically done in a centralized way is because it requires, one, a whole lot of compute power, and two, a whole lot of data.
Flower AI is kind of the leader in federated [decentralized] training. They’ve done a really great job of building these great open source libraries. They’ve come in from the training side and the algorithm side. And with Vana, we really focus on that data piece, right? So we basically have all this data that people can train on. Then you give users end-ownership of the model, and users can decide on what the model is allowed to do? So this is the first foundation model of its kind.
And the theory is that eventually, with better data, you can build AI that’s not just competitive with the central players but better, is that right? So it’s not just about ideology, but also performance.
Exactly, yeah that’s 100% right. From a decentralized context, I think often people agree in principle that, “Yes, we should have AI that’s owned by the people. We should have decentralized AI.” But what’s the thing that we can actually do better in a decentralized context? Data is the answer. For each company, they only have their single slice of a data-set. Apple’s got their data. Google’s got their data. But if you’re going through the user, you can cut across platforms and actually build better data-sets than any single company. Data is the secret sauce that makes it all work.
Love it. Thanks Anna, see you at the AI Summit in Toronto.
Jeff Wilser will host the AI Summit at Consensus 2025, and is host of The People’s AI: The Decentralized AI Podcast.
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