One thing that stands out to me about @axisrobotics is that they are not simply trying to teach robots more tasks they are working toward turning solved tasks into reusable robotic capabilities their latest work shows a self improving sim2real loop where real world rollouts can be combined with simulation data to train stronger policies ➜ in their experiments real robot success improved from around 22% to 52% ➜ more data did not always mean better training ➜ trajectory selection based on utility and behavioral coverage helps focus on data that actually adds new value their specialized Experts make this even more interesting an expert can be trained with a relatively small amount of data using a single A100 in around 3 to 6 hours and reach close to 100% success on its target task with roughly $5 to $10 of compute these experts can also be chained together to create longer and more complex behaviors with thousands of tasks already available the bigger vision starts to become clear instead of endlessly collecting raw trajectories $AXIS can build a growing library of reusable skills across packing sorting handling grasping and many other tasks those capabilities can then contribute to training more general robotic models to me the interesting part is the shift from simply collecting more robot data to creating useful skills that can be reused and composed that feels like a much more scalable direction for physical ai

Good morning everyone ai becomes much more interesting when it starts becoming useful across different parts of everyday life and that’s what caught my attention with @sleepagotchi sleep was only the starting point and with gotchi labs the vision is expanding into health recovery fitness nutrition productivity shopping and eventually more areas of daily life what i find interesting is the idea of bringing all these verticals together under one ecosystem instead of building completely separate products for each use case $SLEEP → $CHI also fits into this direction by creating a shared layer for access rewards and commerce across the growing ecosystem same dino but the world around it is getting much bigger

Why am I bullish on @bulktrade ? 👀🔥 • Variational 32% of supply for the community • Bulk 30% for the community • Variational 100% unlocked at TGE • Bulk 100% unlocked at TGE • Variational Already near the end • Bulk Still early 👀 • Variational Built on Arbitrum • Bulk Built on Solana Point value predictions: • Variational $50/point • Bulk $0.50/point Both are giving early users a chance to eat good ✈️🔥

Good night web3 people the real challenge for physical ai isn’t just collecting more data it’s collecting real world data without turning everyday life into a surveillance archive that’s what stands out to me about @vangrid_io faces and license plates are blurred on the phone before encoding and raw frames never leave the device what gets shared is the useful output like 3d models geometry classifications and provenance more data helps physical ai learn but privacy at the capture layer is what can make that data network scalable

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3 Perps DEXs are cooking. I’m confident these 3 will be here for the long run 🔥 A lot of the others? 50% will disappear soon, and another 40% will turn into community nightmares ❤️ the next cook: @arcus_xyz @bulktrade @pacifica_fi Take a screenshot 📸 Soon you’ll see 90% of CT suddenly start promoting Perps DEXs because they’re getting paid or farming referral fees. Please don’t blindly follow them. Learn first. Then take your own steps.🙏🫶

alhamdulillah received 3 passes from @fomoater really appreciate the team for the passes and the opportunity now just waiting for the nft mint 👀 did you receive your pass too?

Jumped on the @jumperapp waitlist 🪂 waitlist.jumper.xyz/r/JMP-CE… Current rank: #36 👀 I hope this one cooks HARD and finally lets me retire from this space 😭🔥

Good morning everyone what caught my attention with gotchi labs is that they are not starting from zero @sleepagotchi already has 500k+ registered users 80k+ daily active users and a live ai sleep coach sleep is the first health and wellness vertical from here the bigger vision can expand into fitness shopping productivity and personal ai the interesting part is building on real user behavior instead of starting from scratch one live product today a much bigger consumer ai ecosystem ahead

been checking out the pull street ambassador program lately as a web3 creator i always enjoy finding new communities to learn from and projects that are building something different the ambassador program looks like a good way to get involved early meet more people and contribute along the way curious to see what @pullstreetio has planned and where this community goes

looking for the first Pull Street ambassadors 🟢 creators. traders. pack openers. degens. think you belong on the street? applications are open ↓

Good night web3 people physical ai will not scale just because robots get smarter the bigger question is where the constant stream of real world data comes from that is why @vangrid_io joining NVIDIA Inception caught my attention most than other projects everyday devices can become data collection points turning real environments into spatial information that can be useful for robotics and ai ➜ more devices collecting real world moments ➜ more environments being mapped ➜ more fresh data feeding physical ai the hardware gets smarter when the data behind it gets richer vangrid is working on that data layer to save the future prospects of real intentions

Absolutely really love what @fomoater is creating here 🫶 the artwork has a unique vibe and our community is genuinely excited about the collection the @WeTeamNG founder himself and whole community love to collaborate with @breyonchain bring community along for the journey would be great to get a few spots and officially join the overthinkers club whatever happens we will support you from the beginning to till the end 💜

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

Airdrop are Soo Back 🪂🪂🪂 Be Active ❤️ Share some alpha soon 🎁

just found @FomiesNFT and the concept is actually pretty interesting you can join & explore the project and take a look around the fomies world ➜ connect your wallet ➜ join: fomies.family/?ref=2a62e3853… ➜ explore the ecosystem and collect your fomies if you are curious about what they are building this is a good place to start

The real challenge for the ai agent economy starts when agents move beyond simply being useful tools if agents are actually going to work inside an open economy then they need more than intelligence they need infrastructure around the work they do what interests me about @termix_ai is what sits underneath all of this because agents need more than the ability toperform tasks if they are actually going to participate in an open economy ➜ a way for agents to find and complete jobs ➜ a system where reputation can build over time ➜ reliable coordination between different participants ➜ and most importantly a way to handle commerce and settlement $TermiX is building the commerce and settlement infrastructure for the ai agent economy the bigger idea is not just making agents capable of doing more things but creating the rails that allow those agents to participate in real economic activity as more agents start working with each other and taking on real tasks i think this infrastructure layer becomes increasingly important that is what makes this platform worth paying attention to for me

Gud luck. fomies.family

Good morning everyone @sleepagotchi started with sleep but i don’t think sleep is the main story anymore it feels more like the first use case for a much bigger idea from gotchi labs ➜ context from real user behavior ➜ ai that understands that context ➜ actions that can actually help ➜ and eventually commerce around those actions with 500k+ registered users and 80k+ daily actives sleepagotchi already has real usage to build from sleep is where it started gotchi is where it could go next

A creator having a big following does not automatically make them the right creator for a brand. What matters more is who actually makes up that audience, what they pay attention to, and whether the creator has any real influence over them. That is why a smaller creator can sometimes bring more value than a much bigger one. Not because smaller is better, but because relevance matters more than raw size. For Korvex, that means looking beyond follower count when building campaigns and focusing more on whether the creator actually matches the brand and the audience it is trying to reach. That is what makes creator distribution work better.