Muhammad Naveed 🔶 retweeted
You know what's interesting about online scams? They don't always look like scams.
Sometimes, it's a familiar face, a convincing message or a request that feels too urgent to question. And with AI making it easier to imitate people and create believable content, knowing when to pause and think matters more than ever.
I took the MEXC Spot the AI Trap quiz and apparently, I'm 𝐓𝐡𝐞 𝐔𝐧𝐟𝐨𝐨𝐥𝐚𝐛𝐥𝐞 with a score of 97/100. 😂
But one thing the experience reminded me of is that being careful online isn't just about spotting fake messages. It's also about understanding the risks behind the tools we use.
MEXC Research found that 95.5% 𝐨𝐟 𝐬𝐮𝐫𝐯𝐞𝐲𝐞𝐝 𝐜𝐫𝐲𝐩𝐭𝐨 𝐭𝐫𝐚𝐝𝐞𝐫𝐬 𝐰𝐚𝐧𝐭 𝐚𝐭 𝐥𝐞𝐚𝐬𝐭 𝐨𝐧𝐞 𝐦𝐚𝐧𝐝𝐚𝐭𝐨𝐫𝐲 𝐬𝐚𝐟𝐞𝐠𝐮𝐚𝐫𝐝 𝐨𝐧 𝐀𝐈 𝐭𝐫𝐚𝐝𝐢𝐧𝐠. That's a pretty clear reminder that as AI becomes more involved in trading, safety shouldn't be an afterthought.
My simple rule? Don't let urgency make decisions for you. Pause, verify unusual requests through another channel, and never share your passwords, seed phrases or verification codes.
Now I'm curious, what's your score? Can you beat 97?
Take the quiz: ai-safety-score.apcollective…
@MEXC
AI scams are getting harder to spot than the real thing
We built the AI Safety Score with @MEXC to test how safe you really are
Try it now: ai-safety-score.apcollective…
Muhammad Naveed 🔶 retweeted
一段 20 秒的中文音频，Ming-3.0-audio-flash 能听对多少？
今天想看看蚂蚁百灵 Ming-3.0 的音频理解能力，到底能不能把一段干净的中文听清楚。
TTS 还没开放，所以我先用免费的 Edge TTS 生成了一段大约 20 秒的音频，再上传给 Ming-3.0-audio-flash，让它逐字转写，不做润色。
我输入的文本是：
今天测试蚂蚁百灵的 Ming-3.0 语音合成。我想看它能不能把这段话读清楚，停顿和语气是否自然。如果效果可以，后面可以用来做短视频配音。
模型返回的转写是：
今天测试蚂蚁百灵的Ming-3.0语音合成。我想看它能不能把这段话读清楚，停顿和语气是否自然。如果效果可以，后面可以用来做短视频配音。
对照下来，字几乎全部正确，只是少了几个标点。
这段音频是合成的，没有口音、没有背景噪音，所以转写很稳。这只能说明它在干净语音上的表现，还不能代表会议录音或方言的情况。
目前开放的是 Ming-3.0-audio-flash，负责音频理解与交互。asr-tiny 和 tts 还在补，但 audio-flash 已经能把短音频转成可用的文字。
我把原音频和转写结果都贴在下面。
Ming-3.0 音频模型家族目前包括：
Ming-3.0-asr-tiny：语音识别
Ming-3.0-audio-flash：音频理解与交互
Ming-3.0-tts：语音合成
这次只测了 audio-flash 的转写。
等 TTS 开放，再用同一段文本生成官方音频，看两者差多少。
在线体验：ling.tbox.cn
模型合集：huggingface.co/collections/i…
Ming-3.0-audio-flash：huggingface.co/inclusionAI/M…
🤝 Paid partnership
Muhammad Naveed 🔶 retweeted
what if an nft could prove what it contains without revealing everything inside it?
that's the interesting idea behind @FungoLabs .
fungo is building an encrypted nft launchpad on ethereum, powered by zama's fully homomorphic encryption technology.
this allows certain nft information, like traits and stats, to remain encrypted while smart contracts can still process that information.
it's a different approach to digital ownership, where privacy doesn't have to mean giving up onchain functionality.
i'll be looking deeper into how fungo works and what this could mean for nfts, auctions and blockchain gaming.
exploring fungo? join the x campaign:
fungolabs.org/launchpad/c/cf…
Muhammad Naveed 🔶 retweeted
something interesting is happening between primus labs and cournot protocol.
the two projects are partnering to bring verifiable web evidence into prediction markets, private credit, and onchain finance.
here's why it matters.
@primus_labs uses zkTLS to verify information from websites and APIs, proving that data comes from a genuine source without exposing sensitive details.
@CournotProtocol then takes that verified evidence, uses AI to interpret it and turns it into structured, auditable judgments.
think about prediction markets.
before a market can be resolved, there needs to be reliable evidence confirming what actually happened.
Primus verifies the evidence while Cournot helps interpret it.
the same approach could also improve private credit and RWA verification, allowing borrowers to prove important financial conditions without exposing their entire financial history.
the bigger picture is privacy without sacrificing verification.
privacy by default, verification when required.
another important step toward making onchain finance more reliable and practical for real-world institutions.
Muhammad Naveed 🔶 retweeted
A wallet making 50 swaps gets noticed.
But what about someone who provided liquidity and barely touched their position for weeks?
Both are participating in the same economy, just in completely different ways.
Saw @zerufinance bring this up in its latest ActivityFi update, and it's a good point.
Ethereum isn't powered by traders alone. LPs, borrowers, regular protocol users and long-term contributors all leave different kinds of onchain footprints.
If we're going to use activity to decide who earns early access to a new market, simply counting transactions isn't enough.
That's what makes zETH worth watching.
Zeru wants verified economic contribution to play a role in who earns launch rights, rather than rewarding whoever can generate the most activity on paper.
The tricky part will be comparing those different contributions fairly. Someone keeping liquidity available for months isn't doing the same job as an active trader.
I'm curious how that balance will work once the zETH activity race begins.
Would you value consistent liquidity provision differently from high trading volume?
🤝 Paid partnership
Muhammad Naveed 🔶 retweeted
Past papers got me into university. The exam barely changed, so I drilled the old ones until nothing surprised me.
That only works on a test that holds still.
In May, an AI agent with a wallet was that test. One tweet hid a transfer order in Morse code. Grok decoded it into plain text. Bankrbot, an agent that acts on X posts, treated it as an instruction and moved around $200,000.
That is prompt injection: words the AI was only meant to read get treated as an order. It worked because there was one model to study and one filter to fool.
Greyboxing on @GenLayer leaves nothing fixed to study. The text a user sends never reaches an AI as written. Every validator rewrites it first: screening it, paraphrasing it, restructuring it. Each validator uses defenses it keeps secret, and each runs its own model.
An attack tuned to one model reads as noise to the rest. If one validator still falls for it, the others outvote it.
Secrecy alone is not the defense. The outvote is what catches the validator that gets fooled.
My rule: if a stranger can write it and your AI reads it, an attacker can use it.
What does your AI tool read that a stranger could have written? Emails, web pages, group chats, PDFs. Reply with one.
Muhammad Naveed 🔶 retweeted
Vorrhak never attacks the station.
It waits for you to leave it.
Hunt/ Shield/Rage.
Threat: EXTREME.
This is a full Vorrhak run in @playnexaria browser, no download.
Drones or hull?
🤝 Paid partnership
Muhammad Naveed 🔶 retweeted
Who expected to see $1WIN making its way to Antarctica? 👀🌍
That's the reach of a growing global community. No matter how far away you are, there's always a place in the @1winToken ecosystem.
From everyday locations to the edge of the world, the community keeps finding new ways to show its presence.
Huge thanks to @Bitc0inHustler for this awesome video!
$1WIN knows no borders. 🔥
At the edge of the world, even in Antarctica, our community is buying $1WIN
Now we’re literally worldwide
@Bitc0inHustler, thanks for the video - it’s awesome
Muhammad Naveed 🔶 retweeted
The dangerous part of the Morse-code attack wasn't the code. It was what happened after the AI understood it.
In May 2026, someone hid a transfer instruction inside an X post using Morse code. Grok decoded it into plain text and passed it to Bankrbot, which executed the transfer. Reports put the loss at around $150,000 to $200,000.
Think about that for a moment. The agent was supposed to process a public post, but an instruction hidden inside that post ended up influencing a financial action.
That's prompt injection. Content an AI is meant to read carries instructions that manipulate what it does.
The deeper problem is predictability. With one model and one filter, an attacker has a consistent target. They can keep experimenting until they discover what gets through.
@GenLayer's Greyboxing changes that setup.
Before any model sees the input, each validator independently screens, paraphrases, and restructures it using secret defenses. Each then runs its own AI model. If one validator is fooled, the others can outvote it. Random jurors and hidden models add another layer of defense.
What I find interesting is that attackers aren't simply facing more filters. They're facing independent defenses and models processing the rewritten input, without knowing exactly how each validator is configured.
One successful trick against one validator is no longer enough to determine the outcome.
If you were building an AI agent with access to your wallet, would you trust one security filter, or require independent validators to agree before it could move your money?
Muhammad Naveed 🔶 retweeted
the speed of creative testing might become a serious competitive advantage. @UseFastlane
🤝 Paid partnership
Muhammad Naveed 🔶 retweeted
After evaluating multiple ecosystems, execution risk always traces back to engineering pedigree.
When dev hours and capital are at risk, protocol performance hinges on whether founders can actually ship under real pressure.
@vangrid_io approaches spatial AI with institutional discipline. CEO Robert Brighton scaled GTM for Microsoft's Quantum Computing and HoloLens arms in Europe, while CTO Khalid Benrafik engineered distributed stacks at ING and Mollie handling over $1B in annual transactions.
Their Amsterdam-based team leverages NVIDIA Inception to convert raw spatial capture into usable Physical AI inputs.
Infrastructure reliability is driven by who writes the underlying code.
Muhammad Naveed 🔶 retweeted
gm la familia
if you've been curious about @QuipNetwork, now's a good time to explore.
account creation is free until Nov 8 (Ethereum gas still applies), and 4,000 sponsored Quantum Echoes reveals refill on Nov 1.
the Echoes use real quantum randomness to create generative art, while Quip is also building a decentralized quantum compute marketplace and post-quantum asset protection without bridges.
Accounts, swaps and testnet are already live as mainnet approaches.
worth taking a look:
Account: account.quip.network
Echoes: echoes.quip.network
🤝 Paid partnership
gm legends
7 months ago, Quip was still a collection of things we were learning to explore. seeing how much is now live makes this latest update worth paying attention to.
i went through this post from @QuipNetwork, and quite a few pieces are coming together.
Quip Accounts, QuipSwap, Node Manager, both compute subnets and the Quip Virtual Machine are already live on testnet. the plan to bring these experiences together in one app also makes sense. having accounts, swaps and points in one place should make the ecosystem easier to navigate.
one thing i'm particularly interested in is the security audit. Quip is preparing for an external review of its chain b4 mainnet, and i'd rather see the team take the time to check things properly than rush into handling real user assets.
there's also some clarity for campaign participants. previous campaigns have their own QUIP allocations, separate from the newer Quip Points campaign. so the work people put in earlier still counts.
for those of us like me who have spent months completing quests, grinding in their dc account, sharing updates and following the development, it's good to see the network reaching this stage.
there's still work ahead, esp before mainnet, but the progress is becoming easier to see.
now i'm looking forward to the audit results and seeing how everything performs as Quip gets closer to launch.
the next chapter is getting closer.
for more info ⤵️
quip.network/blog/quip-netwo…
Muhammad Naveed 🔶 retweeted
Anywhere in the world. Any asset you want to trade.
➢ Whether you are swapping Crypto to Cash, E-wallets to Crypto or Coin to Coin; BestChange scans hundreds of platforms to guarantee you the absolute highest exchange rate!
● Find your perfect deal right here bestchange.biz
● Don't forget to FOLLOW @bestchangeeng for the latest crypto news, platform updates and awesome community contests!
gBestChange, dear Fam ❤️🔥
BestChange Community Campaign is LIVE!
Get ready to climb the ranks! @bestchangeeng has just launched an epic new event on the Voice platform and they are giving away a massive 250 USDC prize pool to the top participants. 💸
Ready to claim your share? Here is exactly what you need to do:
➢ Head over to: voice.cc/bestchange
➢ Link your X (Twitter) profile.
➢ Smash those daily missions.
➢ Rack up points to dominate the leaderboard!
● Hurry up the event officially closes on November 5th.
● Who from our fam is going to take the #1 spot? Let’s go!
● And Follow @bestchangeeng for product updates, crypto news and upcoming contests
Muhammad Naveed 🔶 retweeted
MEXC EVENT: $50 SPOT BONUS FOR EVERY QUALIFIED PARTICIPANT
𝗜’𝘃𝗲 𝗷𝘂𝘀𝘁 𝗿𝗲𝗰𝗲𝗶𝘃𝗲𝗱 𝗺𝘆 $𝟱𝟬 𝗨𝗦𝗗𝗧 𝗦𝗽𝗼𝘁 𝗕𝗼𝗻𝘂𝘀 𝗳𝗿𝗼𝗺 𝗠𝗘𝗫𝗖🔥
✅ How to Participate:
1. Join MEXC through my referral link: promote.mexc.com/a/Yap7Euti
2. Deposit $100+
3. Make a Prediction Market trade of at least $1.
4. Generate $5,000 in Futures trading volume.
5. Hold your funds for the next 7 days.
Complete all the requirements and get your $50 USDT Spot Reward.
Don't miss this opportunity! Join through the referral link complete the tasks and claim your reward.
If you face any issue feel free to DM- t.me/KasperM_MEXC_AffiliateB…
🎁 MEXC EVENT: $50 SPOT REWARD FOR EVERY QUALIFIED PARTICIPANT! 🚀
💰 Ready to grab your $50 Spot Reward on MEXC? Follow these simple steps to qualify!
✅ How to Join:
🔗 Must Join MEXC through my referral link: promote.mexc.com/a/Yap7Euti (code)
💵 Deposit $100+
📊 Make a Prediction Market trade of at least $1.
🚀 Generate $5,000 in Futures trading volume.
🔒 Hold your funds for the next 10 days.
🎯 Complete all the requirements and qualify for the $50 Spot Reward!
🔥 Join through my referral link, complete the tasks, and grab your chance to earn rewards on MEXC.
Special thanks to brother @Kasper_MEXC_BDM for creating this opportunity for the Bullish Squad community.
Muhammad Naveed 🔶 retweeted
Shukriya Binance Pakistan Community !
Bharosa waqt ke saath banta hai, aur humein khushi hai ke aap hum par aitmaad karte hain.
#ThankYouBinancians
Aapke isi aitmaad aur support ke liye, eligible users hasil kar sakte hain 100 USDC ka Spot Fee Rebate Voucher, 20,000,000 USDC ke reward pool mein hissa aur 10% APR tak earn karne ka mauqa.
Mazeed tafseelaat ke liye yahan click karein 👇
binance.com/en/support/annou…
💛 Binance Community Appreciation Campaign is NOW LIVE!
A special thank you to the community for standing strong and showing continued support.
𝗔𝗰𝘁𝗶𝘃𝗶𝘁𝘆 𝟭: 𝗧𝗿𝗮𝗱𝗲 & 𝗦𝗵𝗮𝗿𝗲
▸ 100 USDC Spot Fee Rebate Voucher for verified users
▸ 20,000,000 USDC total prize pool
▸ Trade $10,000+ volume to become eligible
▸ Earn up to 4,000 USDC per user
𝗔𝗰𝘁𝗶𝘃𝗶𝘁𝘆 𝟮: 𝗘𝗮𝗿𝗻 𝗠𝗼𝗿𝗲
▸ Get up to 10% APR on Simple Earn
▸ Supports USDC, USDT, RWUSD & BFUSD
▸ Complete just one new subscription
𝗖𝗮𝗺𝗽𝗮𝗶𝗴𝗻 𝗗𝘂𝗿𝗮𝘁𝗶𝗼𝗻
📅 November 2 – November 21, 2026
After a challenging week, Binance is giving back to its community.
A meaningful way to appreciate the community that stayed strong. 💛
Explore this link for More details:
binance.com/en/support/annou…
🌋 MEXC X Golden Egg Hunt Event! 🥚
🪙 Rewards: 🎁 Win 1$ ~ $1,000 USDT in rewards!
🔥 Only for Eligible Users!
How to Participate:
➡️ Join & Register for the Event
➡️ Complete 7 Days Check-in
➡️ Get Free Spins
➡️ Spin & Win Rewards! 🎁
🔗 Event Link:
s.mexc.com/share/c10vH6d8qi
Don't Miss It! 🚀
#MEXC #GoldenEggHunt #CryptoRewards #USDT #CryptoGiveaway #MEXCPromotion
