@TopuWeb3
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Web3 since '24 | Memecoins, NFT | Building @Fore_Gate | @binance creator | Ambassador @clickoptions_ai, @CwalletOfficial | DM for collabs & partnership
Joined March 2022
- Tweets72.6K
- Following7.2K
- Followers14.5K
- Likes9.3K
Robotics models should be tested on more than the tasks they have already seen.
That’s what makes the new Open Axis Benchmark from @axisrobotics and @openroboto interesting.
Instead of relying on a fixed collection of tasks, Open Axis introduces new challenges in every evaluation round. As the Axis Library continues to grow, models are constantly exposed to fresh situations and unfamiliar tasks.
This makes the evaluation much closer to real world robotics.
The goal isn’t simply to measure whether a model can repeat what it learned.
It’s to understand how well it can adapt, generalize, and perform when the task changes.
A continuously evolving benchmark could bring a much clearer picture of actual robotics intelligence.
Introducing the Open Axis Benchmark, a living benchmark engine for honest evaluation of robot manipulation models, built together with @openroboto.
Robotic models evolve faster every month, while most benchmarks stay frozen. Models overfit to fixed task sets, scores stop reflecting real generalization, and that distorted signal misleads and holds back model evolution.
Open Axis Benchmark isn't just larger. It lets evaluation itself keep pace with the models: each round locks a fresh task set drawn from the growing Axis Library, so models prove they can generalize instead of memorizing the test.
Axis provides the data engine behind it, continuously producing tasks at the scale and diversity needed to genuinely test generalization. With Open Axis Benchmark, the same compounding loop that trains robots also powers how they are evaluated.
Submit your model: openroboto.ai
Docs: openroboto.ai/#/docs
See how it works ⬇️
Pull Street is looking for its first ambassadors, and I like the idea behind this
Creators, traders, pack openers and degens all bringing their own energy to the community
Definitely keeping an eye on what they build next
Today am locked some UEFA nation League games on @Fore_Gate
England vs Spain (Spain)
England vs Spain (both teams to score)
Slovenia vs Scotland (Scotland)
Czechia vs Croatia (Croatia)
Join the ForeGate calls group t.me/AITradeCopy
Follow the calls, manage your risk, and enjoy the game
The momentum around $AXIS is getting serious
In only 9 months, @axisrobotics has built a Physical AI data engine capable of producing 100K+ data trajectories every single day.
The community sale has already crossed $1M in commitments and is officially oversubscribed.
Still, the window isn’t closed yet. You can submit your commitment until Sep 28 at 13:00 SGT
Since demand is higher than the available allocation, accepted commitments will be distributed pro rata. Any unused USDC from unaccepted portions will be refunded automatically.
Good luck to everyone participating in the $AXIS community sale
Topu retweeted
Goodmorning Everyone 🌺🧡
Happy weekend to y'all 💃🧡
🤖 Made with AI
I've wanted to launch a token sometime ago.
I had the idea and thought it would mostly be about creating the token and getting people to trade it.
But when I started looking into what actually goes into a launch, I realized there was a lot more to it.
You need the token, but you also need a market for it, liquidity, trading rules, fees, and decisions around the launch itself.
And suddenly, something that sounded simple became a lot more complicated.
I eventually had to drop the idea and move on.
But I kept wondering, is launching a token always this complicated?
I thought, can't there just be a platform that brings all these pieces together and makes the whole process easier?
That question stayed with me until I recently came across @fusi_ng
@fusi_ng brings the token, its market, liquidity and launch mechanics together instead of treating them like completely separate pieces.
And once I understood what was actually being fused together, it became much more interesting.
Let me show you.🔻🧵
Topu retweeted
When you hear “𝐭𝐨𝐤𝐞𝐧 𝐛𝐮𝐫𝐧,” what comes to mind?
A token gets burned.
It leaves circulation.
And that's basically the end of it, right?
But @MarsChainDAO approaches that action differently.
On MarsChain, burning MARS is treated as a 𝐂𝐨𝐧𝐭𝐫𝐢𝐛𝐮𝐭𝐢𝐨𝐧.
That contribution is converted into something called 𝐂𝐨𝐧𝐭𝐫𝐢𝐛𝐮𝐭𝐢𝐨𝐧 𝐫𝐚𝐭𝐞, which then plays a role in how future block rewards are shared.
So the interesting part isn't just that MARS gets burned.
It’s what the protocol does with that contribution afterward.
And once you understand that, the rest of @MarsChainDAO PoC model starts to make a lot more sense.🔻🧵
Topu retweeted
𝐌𝐘 𝐏𝐄𝐑𝐒𝐏𝐄𝐂𝐓𝐈𝐕𝐄 𝐎𝐍 𝐌𝐄𝐓𝐓𝐀
The more I study @MettaRWA , the more I realize I don’t see it as simply another RWA project.
What interests me more is the infrastructure being built around the RWA idea.
Because putting a real-world asset on-chain is only one part of the problem.
You still have to think about:
→ How people pay
→ How transactions are settled
→ How both sides are protected
→ How businesses are verified
→ How digital services connect to real-world activity.
That’s where Metta’s broader ecosystem caught my attention.
Payments. Escrow. Business infrastructure. AI services. Digital identity. RWA integrations.
The pieces are different, but they point toward the same question:
How do you make blockchain more useful for actual economic activity outside crypto-native speculation?
I think that’s the part of @MettaRWA worth paying attention to.
Not just the RWA label.
But the infrastructure being built around it.
And as the ecosystem develops, I’m interested to see how these pieces move from a roadmap into products people can actually use.
That, to me, is the more interesting @MettaRWA story.
🤝 Paid partnership
The thing that caught my attention about @GotchiLabs isn’t another ambitious AI roadmap. It’s the fact that the product came first.
Through @sleepagotchi, Gotchi Labs has already built a consumer facing AI experience where users interact with the technology as part of their daily routine.
500K registered users and 80K daily active users give that product a level of real world feedback that a whitepaper simply cannot provide.
The AI Sleep Coach is already being used on actual devices, meaning the team can improve from real behavior instead of assumptions.
That’s an important distinction in Web3 AI. Ideas can attract attention, but consistent usage is what proves whether an ecosystem can actually grow.
Topu retweeted
Congrats to all the winners! 🎉
I was originally going to select 5 people, but so many of you subscribed, so I decided to add 3 more.
8 winners in total this time! 👊
Next time, I’ll try to give back to 100 people.
And yeah, another giveaway soon
@tas_onu
@zaynnn_eth
@thekuper2152
@Asim_374
@nevershamimg
@sifat551__
@TopuWeb3
@dragonlofe
drop your eth address under this post!
I’d like to amplify this appeal for my friend @nadiweb3
Six months without access to an account is a long time, especially when the appeal process only leads to automated responses without any clear way to resolve the issue.
@Safety @Support, please take a fresh look at this case and review the appeal manually. As far as I know, my friend did not intentionally violate X’s rules.
If there was any mistake or policy issue, I hope you can give his another opportunity to correct it and restore the account.
A genuine review could make a huge difference here
when you need help nobody want to help you
but when they need help you must to do it and if you dont support them they will block, unfollow you, ...
What caught my attention about @DualMintRWA PLAY is how straightforward the underlying model is.
Instead of building a yield story around speculation, PLAY connects onchain finance to 200 operating claw machines that are already producing real world revenue.
The concept is simple: machine revenue is generated offline, moved onchain through Solana, and distributed to participants on a monthly basis.
PLAY is targeting a 12-15% annual yield with a $230K target deposit.
For me, this is an interesting example of how real world businesses can plug into crypto infrastructure while keeping the model easy to understand.
Definitely one I’ll be watching closely
Some NFT projects get attention for the hype. @fomoater caught mine because the artwork actually made me stop and look.
What surprised me more was seeing the same curiosity from my community.
A few people have already been asking about Overthinkers, so I’d love to bring some of them into the community and explore what we can build together.
@breyonchain, if you’re open to collaborations, we’d be interested in securing a few community spots.
I checked out @fomoater's artwork and I really loved it.
everyone in my community is also interested in this nft
we would love to collaborate with ur nft collection. I need a few spots for my community.
we are all ready to join Overthinkers club.. @breyonchain
What stands out to me during the @bitget incident is seeing industry leaders like @Bybit_Official's @benbybit and @binance’s @_RichardTeng publicly showing support.
Crypto is highly competitive, but moments like this remind us that security is bigger than any single exchange.
Users deserve clear communication, transparency, and regular updates when something goes wrong. I’ll be watching Bitget’s official updates closely and keeping an eye on how the situation develops.
Respect to leaders who choose to support the broader ecosystem when it matters.
Binance Richard Teng: nitter.cf/_RichardTeng/status/21…
Bybit Ben Zhou: nitter.cf/benbybit/status/210332…
#StandWithBitget
[SECURITY NOTICE] Bitget Hot Wallet Incident — September 24, 2026
At 18:31 UTC on September 24, 2026, Bitget's security systems detected unauthorized transfers from some of our hot wallets. Our security team activated emergency response protocols immediately.
What we have confirmed:
-Estimated funds affected: approximately $351.6 million
-Cold wallets remain fully secure. Bitget operates a three-tier wallet architecture — the breach contained only a portion of the hot wallet and warm wallet layers.
-User funds are safe. The full amount of this loss falls within the coverage of Bitget's User Protection Fund, which currently holds over $464 million
Actions we have taken:
-Emergency response team activated within minutes of detection
-Abnormal transfer addresses identified, flagged, and reported
-Withdrawals temporarily suspended as a precautionary measure, pending security review
-Law enforcement and on-chain security firms have been formally notified and are engaged
What this means for you:
-Your account balances are accurate and your assets are protected
-Deposits and trading remain fully operational
Withdrawals are temporarily paused and will be restored as soon as the security review is complete
-What comes next: We will provide updates on an hourly basis across this channel and all official platforms. A full incident report — including root cause analysis and corrective actions — will be published within 24 hours. We will not speculate on the attack vector until the investigation is complete.
Bitget has navigated multiple market cycles. We will not run from this. Every dollar and every decision will be accounted for, transparently and in full.
Updates will be posted here and across all official Bitget channels as they become available.
— Gracy Chen, CEO, Bitget