The default in AI is brute force.
Feed the model everything, weigh it all the same, and trust that scale sorts the good from the useless.
The paper, called Introspective Training, argues the opposite.
Some data teaches far more than other data.
Reward the good early and you waste much less compute reaching the same result.
The @SwissSubnet is building Cloud Engines and onboarding governments, institutions and countries that want to store their data in a decentralized way.
Unhackable.
Unstoppable.
Independent of Big Tech Cloud under the US Cloud Act.
They use $ICP's infrastructure for this.
Now look at how mining works on Qubic.
Miners do not race to guess a random number the way Bitcoin does.
They compete on how well they train AI.
Every epoch the network measures the quality of that work and ranks it.
The top 676 earn the right to run the network.
That filtering is Useful Proof of Work doing its job every epoch: keep the training that works, and compound the gains. It is also the groundwork for Aigarth.
Aigarth is not a live AI yet. It is the long-term project all that filtered work is building toward, and the quality bar that will shape it is already being enforced now, every cycle.
The research world is now publishing the idea Useful Proof of Work was designed around.
Worth a look if you have never seen how the pieces fit.
Explore the Qubic Academy and dive deep into Qubic → https://t.co/x2va5XHxW8
"A growing number of enterprises are waiting for $ICP cloud engines. This summer, we'll start distributing promo codes for creating engines that run for 2 weeks for free, over Internet Computer nodes."
—@dominic_w 🚀
An AI research paper has been getting attention this week.
The finding, in plain terms: if you grade your training data by quality from day one instead of treating every example as equal, you can train a model up to 2.8x more efficiently.
Sounds obvious, but this is not how most AI gets built.
And it rhymes with something Qubic has been doing for the past four years. 🧵
🚨 100M+ $QUBIC burned.
While most people focus only on price, the real builders focus on creating value for the ecosystem.
Qraffle has now achieved:
🔥 100,276,922 QUBIC Burned
💰 40,993,992 QUBIC Distributed as Dividends
❤️ 10,867,692 QUBIC Sent to the Charity Fund
🎁 54,337,538 QUBIC Distributed to Participants
This is what a sustainable ecosystem looks like:
✅ Deflationary pressure
✅ Revenue sharing
✅ Community rewards
✅ DAO governance
Every raffle contributes to the growth of the Qubic ecosystem.
The strongest ecosystems aren't built by promises.
They're built by execution.
@QraffleDAO keeps delivering. 🛡️
Powered by $ICP technology and anchored in Swiss law (TVTG + world-class privacy standards), the Swiss Subnet delivers innovation with unmatched legal certainty ✅
@SwissSubnet
Its coming💥
Tomorrow I will post a video about the Swiss Subnet 🇨🇭
Their client pipeline is seriously impressive. They are rapidly onboarding large Institutions.
Cloud Engines will reshape Web3 forever.
20% Burn is coming for $ICP 🔥
Internet Computer Plans Free Cloud Engine Rollout
Internet Computer (@dfinity) founder Dominic Williams (@dominic_w) says a growing number of enterprises are waiting for ICP cloud engines.
The project plans to distribute free two week promo codes this summer to let users create and run cloud engines on Internet Computer nodes.
Williams said the initiative could strengthen demand for $ICP and accelerate onchain AI adoption.
🇨🇭 @SwissSubnet is a sovereign cloud platform built and operated in Switzerland.
The next mini series of videos will be dedicated to the outstanding progress that they have achieved in the last few months.
In particular, in one of my next updates, I will discuss about their Client Pipeline.
Audience & client pipeline:
➡️Regulated financial institutions seeking compliant blockchain infrastructure
➡️Federal & cantonal government agencies protecting sovereign citizen data
➡️Healthcare providers & critical infrastructure operators requiring ironclad data protection & operational continuity
Powered by $ICP technology and anchored in Swiss law (TVTG + world-class privacy standards), the Swiss Subnet delivers innovation with unmatched legal certainty✅
Not all “utility coins” are a scam.
But fake utility is.
A token is not useful because the team puts the word “utility” on a website.
It needs measurable demand:
• users
• fees
• revenue
• transactions
• infrastructure usage
• developer activity
• value capture
That is why the market is increasingly rewarding projects with real adoption rather than pure speculation.
$HYPE has strong trading volume and fee generation.
$TRX dominates stablecoin settlement.
$ETH remains the largest smart contract settlement layer.
$SOL has built a large application ecosystem.
But $ICP deserves its own category.
$ICP is not competing to be another DeFi chain.
It is building infrastructure:
• Decentralised cloud computing
• On-chain storage
• On-chain AI execution
• Smart contracts serving web content directly
• Enterprise and government-grade applications
• Sovereign cloud infrastructure through Cloud Engines
• Full-stack applications running entirely on-chain
While most networks still depend heavily on AWS, Azure, Google Cloud, off-chain databases and external infrastructure, $ICP is attempting to replace entire technology stacks.
The difference is significant.
Most blockchains process transactions.
$ICP hosts applications.
Most blockchains store state.
$ICP runs services.
Most blockchains talk about utility.
$ICP is building infrastructure that enterprises, developers and governments can actually deploy on.
The market cap remains a tiny fraction of the global cloud and AI markets it is targeting.
Fake utility = narrative.
Real utility = users, revenue, infrastructure and adoption.
Infrastructure utility is where $ICP stands apart. ♾️
#ICP #InternetComputer #DFINITY #CloudComputing #Web3 #Blockchain #AI #SovereignCloud #Crypto #Infrastructure
@meneseprotocol@cryptodicted SEV-SNP will be an option. Threshold signing is possible, but often cloud engines will have a smaller number of nodes if they're optimized for hosting apps, so it's better to configure them to use Internet Computer subnets designed for purpose.
@dominic_w@cryptodicted That’s amazing news, we are actually in need of the SEV for a fused signing model user plus nodes as a threshold 1 rounding signing, looking forward to the release, great work 💪🏼
@X2worldtech Apps will justdo basic dashboards, allowing data to be updated, and high-level stats. For everything else, you'll talk to AI, which will be able to e.g. produce arbitrary analyses of the data, because its inside the app, and can see its persistent memory. A software revolution...