AI doesn't just consume data, it continuously generates more of it. As our dependence on data grows, reliable backup becomes essential.
Decentralized storage may not replace every solution, but it can reduce critical points of failure and improve resilience.
#DeNet#DePIN#Web
✍️ How to use AI without getting your data exposed
Notes from DeNet Team
Today, AI is a core driver of how companies move faster and build more efficiently. But when you’re developing security-critical infrastructure, speed can’t come at the expense of safety. These are the principles we follow when working with AI tools and agents, and the ones we share with you:
1. Be cautious with commercial AI tools
Claims like “we don’t train on your data” are policies, not guarantees. Avoid sharing sensitive code or internal information with third-party AI services.
2. Prefer local AI with open-source models
Running AI locally gives you full control over your data and reduces dependence on external providers.
3. Isolate AI agents by default
Use containers or sandboxed environments. Agents should only access the resources required for their task.
4. Never share critical secrets
There is always a non-zero risk of leakage. Passwords, seed phrases, private keys, and personal identifiers must never be exposed to any AI system - including local ones.
5. Treat any exposed key as compromised
If an AI agent gains access to sensitive data, assume it is compromised and rotate it immediately.
6. Limit permissions and enforce review
Avoid granting broad access. Restrict permissions to the minimum required and keep humans in the loop for review and control.
7. Back up everything
AI agents can execute large-scale changes quickly. Maintain independent backups with multiple restore points, and never rely on chat history as storage.
We’ve already started backing up our data with DeNet Datakeeper network. Looking ahead, we see decentralized storage becoming a critical layer for securing AI-generated data - including agent memory, prompts, outputs, and backups.
This is a challenge we are solving internally today, and one we aim to solve for the broader ecosystem tomorrow.
@ReppCore@DeNetPro@TakElSayed I hope so too. It's good to see the team listening to feedback and continuously improving the product. In my opinion, upload/download reliability and resolving issues related to files larger than 5 GB should remain key priorities for the next updates.
⏳ 24 HOURS TO GO
The Mirex ($MRX) Fair Launch Presale opens tomorrow at:
📅 Monday, June 15
🕓 4:00 PM CEST
This will be the earliest opportunity to purchase $MRX.
Participation will be available on a first-come, first-served basis.
🔗 launchpad.mirex.io#MirexNetwork
The @DeNetPro Storage beta taught me: validate first, scale later.
My calculations tell me: buy a few Datakeeper licenses. What's holding me back isn't the project itself, but the lack of suitable hardware and setup.
The math works. My circumstances don't.
#DeNet#DePIN#Web3
🇵🇱 POLAND’S CRYPTO BILL FAILED TO PASS FOR THE THIRD TIME
Poland’s president has vetoed the country’s crypto market bill for the third time.
Karol Nawrocki says he supports regulation, but not a version that could overregulate the sector and push Polish crypto firms abroad.
The bill was meant to bring Poland in line with the EU’s MiCA rules before a July deadline.
📱 Even though there are bugs to fix, the @DeNetPro's mobile app itself is functional and easy to use.
🤞🏻 I truly hope the essential issues get addressed before the public launch.
#DeNet#DePIN#Web3#PublicLaunch
DeNet Storage Beta: Active Phase Complete ✅
The active phase of the Storage Beta has officially concluded.
🔸 25+ TB of data uploaded
🔸 42 Beta tasks completed
🔸 12,000+ feedback submissions collected
Additional tasks may still appear in the app as we validate specific
⚠️ALERT: HUMANITY PROTOCOL SUFFERS $31 MILLION EXPLOIT, TOKEN PLUNGES -90%
Humanity Protocol has suffered a MAJOR security breach after private keys linked to a Humanity Foundation member were compromised, as confirmed by founder Terence Kwok.
More than 19 wallets have been
Mesdames et Messieurs!
Faites vos jeux! 🎰
Coin Bureau: "The big cleansing is only just beginning."
Where do you think the bottom is? Short it, buy the dip, or go full degen and ape into longs?
Place your bets! 💸😎🍿
#Bitcoin#BTC#FinalCleansing
⚠️ALERT: BITCOIN CHART SAYS THE REAL BOTTOM MAY STILL BE AHEAD
Combined spot and perpetual futures demand has fallen toward -650K BTC, a rare threshold seen only 3 times in chart's history.
CryptoQuant says the setup points to the beginning of a final cleansing phase before a
🚀 Just 7 days to go.
After years of development, infrastructure building, legal preparation, and community growth, the Mirex Network Fair Launch Presale begins in one week.
Unlike many token launches, there are:
✅ No private investor discounts
✅ No insider pricing advantages
✅ No early-access token allocations
A fair launch designed for the community.
📅 Presale Opens: June 15, 2026
The next chapter of the Mirex ecosystem is about to begin.
#MirexNetwork#RWA#Tokenization
Watchers, look how far we've come.
🌍 Almost 3 million Watchers
🌍 194 countries
🌍 Over 800,000 scans every day
As DeNet Protocol prepares for its public launch in July, every scan matters more than ever. Watchers help strengthen the trust, security, and reliability of the network that powers decentralized storage and future ecosystem services.
Your $WN earnings reflect your contribution to the network and will help determine your participation in the upcoming DeNet token airdrop.
To qualify:
• Watcher Node — Stage 10
• Basic Web 3.0 Course completed
And this is just the beginning.
As the ecosystem grows, new opportunities continue to emerge across DeNet - from Product Expert and Distributor to Datakeeper and beyond.
🔗 Open the app, complete a scan, and be part of the next chapter of DeNet: links.denet.app/mobile?utm_sou…
@TakElSayed@DeNetPro I genuinely believe decentralized storage finally naow has a realistic opportunity. That's exactly why I think reliability, recovery, and user feedback must become top priorities before public launch.
@TakElSayed@DeNetPro If these issues are not resolved, the project may struggle to win even that first battle.
And I am not saying this as a critic or a hater. Quite the opposite.
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Fiat is the scam that enables all other scams.