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Dee 🍭
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Goodmorning CT
Happy New Week
Cheers to a great week ahead🥂
Dibbyte@dibbyte
Happy Friday CT! Cheers to a beautiful day ahead🥂 PS: don't forget to attend the content clinic on PrismaX today.
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➥ Ever wondered what happens in @PrismaXai's Content Clinic? It happens every Friday at 3 PM CET. I recorded a part of the session to share a quick recap for anyone who couldn’t join.
I have been joining PrismaX’s content clinic on Discord every week for a while now.
➥ It’s a live feedback session where community members submit their X posts on their channel and the mods review it in real time; what works, what doesn’t and how to improve as a contributor.
From my own experience: When I first joined, I got constructive criticism like to:
➙ Use more appealing bullet points.
➙ Improve spacing for readability
➙ Check for double spacing
➙ Share more personal experience and opinions
I took all of that in and since then, my posts gets really good feedbacks.
➥ I decided to screen record one of the session because I realized something, some people miss these clinics or can’t always make the time but the feedback shared is incredibly useful for anyone trying to grow on PrismaX.
You will see creators sharing:
➙ Teleoperation session experience.
➙ Creative artworks and visuals.
➙ Guides for new users.
➙ Posts about PrismaX’s vision and impact.
➥ And you will hear direct feedback on contents that stands out plus suggestions on how contributors can improve their content.
➥ If you are contributing or thinking of contributing on @PrismaXai this video is worth watching.
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Teleop Tip Tuesday on @PrismaXai
➥ Had an interesting teleoperation session today where a grab didn’t work at first but adapting made all the difference.
I have noticed I struggle more with smaller objects, so I started this session by targeting a small one but couldn’t get a clean grip on it.
➥ Instead of forcing it, I switched to a bigger teddy bear on the right, grabbed it successfully and placed it right on top of the smaller object I couldn’t reach before.
I gently dragged the bigger teddy bear forward, which pushed the smaller object underneath closer too, putting it more within reach.
My insight:
➥ I realized mid session that the narrow, triangular gripper tip could fit into the hole in the teddy’s donut-shaped tail and give me a more stable grip.
➥ Analysing with geometry made repositioning much easier. I am always strategizing like this while teleoperating instead of forcing movements.
Tip 1:
➥ Use the geometry of the tool to your advantage.
➥ Look for openings or edges in objects where the gripper can fit, like the hole in a teddy’s tail or the handle of a cup. It’s often much easier and more stable than trying to grab the object from the main body.
Tip 2:
➥ If an object is out of reach, don’t force it. Use a bigger object to reposition it.
➥ Teleoperation is all about adapting in real time, which is key to true robotic learning and autonomy.
#TeleopTips
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➥ What is often emphasized in robotic social spaces is data scarcity as a core bottleneck in Embodied AI. However, what is equally as important and poses a greater threat in Embodied AI is "data quality".
➥ Embodied AI doesn’t struggle only because of lack of data. It also struggles because much of the available data is noisy, inconsistent or poorly grounded in physical reality.
➥ As real world perception data is collected at scale, data quality becomes the limiting factor. Models don’t learn from human intent, they learn from patterns. If those patterns are unreliable, learning degrades quietly, even with massive volumes of dataset.
➥ This is where real world perception data matters most. Capturing environments as they actually are only becomes valuable when that data is structured and dependable.
➥ BitRobot recognizes this and treats data quality as part of its infrastructure.
Contributions are evaluated through defined criteria such as Verifiable Robotic Work and reviewed by subnet validators, helping ensure that real world perception data is consistent, reliable and useful for true robotic learning and autonomy rather than just collected at scale.
➥ Pivot to @BitRobotNetwork if you are looking for a robotic project to invest your time, BitRobot might be the right one for you.
Dibbyte@dibbyte
Before a robot can act meaningfully in the real world, it has to understand the world it is acting in. ➥ That is why perception comes first in embodied AI. Real world observation ( how environments look, how humans interact with objects, how scenes vary etc.) forms the foundation everything else builds on. ➥ BitRobot SN/05 captures this layer. It anchors learning in reality and exposes models to real world variation that simulations often overlook or simplify. ➥ This is what makes @BitRobotNetwork distinctive: it brings together multiple methods of AI learning, each contributing unique data that supports robotics from the ground up. ➥ Curious to hear, would you prioritize data from perception or from teleoperation?
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➥ From my experience teleoperating PrismaX's robot, the difference between a smooth session and a frustrating one often comes down to knowing the physical capabilities of the hardware.
➥ Understanding how the arm moves, how the joints work, the workspace it operates in and how the end effector behaves isn’t just theory, it directly impacts your control, precision and confidence.
➥ When you know the hardware’s capabilities:
✓ You anticipate the arm’s movements, avoiding awkward stops and collisions.
✓ You grasp objects reliably without crushing or dropping them.
✓ You know which objects are in reach and can plan moves efficiently.
➥ Teleoperation becomes intentional and less like trial and error. Watch the video to see the key components every PrismaX operator should understand.
➥ Curious? Join us at @PrismaXai ( prismax.ai ) to get hands on experience.
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Incase you missed this.
In essence:
✓ Keep mapping and getting your points up.
Walking while mapping is the best as it depicts real robot's movement.
✓ Keep evaluating videos on the @openmind_agi app.
✓ Keep contributing technically and get the developer badges.
If you can, make sure you get this badge as this is my best bet here.
Ps: to maximize points on the app, you need to be in an area where there are Bluetooth devices, so there's a high chance you'd get nothing if mapping out rural areas.
Dibbyte@dibbyte
Things I'll be doing today. ✓ Show up for @openmind_agi ✓ Talk about OM1 and FABRIC ➥ Openmind is building an open source, AI native operating system for robots called OM1 and a network layer called FABRIC that allows robots to share data, skills, and intelligence. ✓ Read more on @BitRobotNetwork and what it entails ➥ BitRobot Network is a decentralized, crypto incentivized open robotics lab built on Solana, accelerating embodied AI breakthroughs (AI that learns by controlling physical robots in the real world). Can't wait to start using their telearms. Btw, is the openmind App, all good now?
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➥ Smooth teleoperation isn’t just about control or precision. It’s about understanding the teleoperation stack and how it's layers interact.
Every layer affects timing, confidence and control.
➥ Latency, camera angles and sensor feedback shape how your commands turn into action.
If any layer falls out of sync, the whole system can fail:
➙ Commands may execute incorrectly.
➙ Timing gets off.
➙ Confidence and control drop.
➙ Tasks may be incomplete or unsafe.
➥ Watch this quick breakdown of the @PrismaXai teleoperation stack and why system awareness matters as much as precision.
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➥ BitRobot is building the infrastructure that lets embodied AI grow in the real world, organized as a set of subnets that each support a piece of the learning loop.
➥ The network spans SN/01 through SN/07, with each subnet focused on a different part of the stack:
➥ Teleoperation (SN/01, SN/06, SN/07): captures humans controlling robots to generate real world behavior.
▪︎SN/01 - open data collection
▪︎SN/06 & SN/07 - require admin approval or whitelisting
▪︎Video & perception (SN/05): records how people interact with objects and environments.
Open for anyone with the SeeSaw app
▪︎Model training & evaluation (SN/02, SN/03, SN/04): turns that data into usable intelligence.
Currently restricted to partners/researchers
➥ What makes @BitRobotNetwork compelling is how these subnets form a closed loop that’s reliable and scalable:
people act -> data is captured -> models improve -> machines act -> repeat.
➥ I have interacted with SN/05 so far. Curious which subnets others are working in and what your experiences have been, especially if you have joined the open data collection opportunities.
Dibbyte@dibbyte
➥ I recently took part in an in person data capture session of doing something very ordinary ( making sandwiches). The interface I used was SeeSaw by Virtuals Protocol. ➥ What didn’t fully register at first was that the data capture itself runs through Subnet 05 on the @BitRobotNetwork At the time, my focus was just on the physical task itself, following instructions and capturing real world human action. ➥ Only later did it click for me that this is exactly where embodied AI begins, with humans doing physical work, structured and recorded in a way robots can learn from, all quietly powered by infrastructure that is essential yet understated. ➥ Curious to hear how others have experienced human in the loop workflows on BitRobot’s network.
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Things I'll be doing today.
✓ Show up for @openmind_agi
✓ Talk about OM1 and FABRIC
➥ Openmind is building an open source, AI native operating system for robots called OM1 and a network layer called FABRIC that allows robots to share data, skills, and intelligence.
✓ Read more on @BitRobotNetwork and what it entails
➥ BitRobot Network is a decentralized, crypto incentivized open robotics lab built on Solana, accelerating embodied AI breakthroughs (AI that learns by controlling physical robots in the real world).
Can't wait to start using their telearms.
Btw, is the openmind App, all good now?
Dibbyte@dibbyte
Another day showing up for @openmind_agi and all that it entails. Openmind is the open, collective intelligence that connects every robot, letting them learn instantly from one another. OpenMind is developing a decentralized, AI-native software foundation know as the Android for robots. Their core components are: OM1 and FABRIC helps robots ✓ think ✓ learn ✓ collaborate in real-time. And btw, the Robotics mindshare has been growing steadily week by week with strong momentum.
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Reflecting on year 2025 with @PrismaXai
➥ This past year participating in PrismaX’s has been an incredible learning experience. As a teleoperator, I have had the chance to explore how humans can collaborate with robots in real time, help contribute data that will transform the future of robotics and strengthen the platforms future.
Some key takeaways from my experience:
➥ Teleoperation gives insight into what is possible when humans control robots, beyond the low skill or repetitive tasks most demos highlight.
➥ Being part of the community (Discord, X, discussions, feedback) shows how much collective effort goes into strengthening the platform.
➥ Every session contributes data and every operator helps the world advance a step forward into the future of real word robotic adoption.
Goals for this year 2026:
➥ Reach 80 hours of teleoperation, earn 30,000 points and be among the top 40 teleoperators on the PrismaX leaderboard.
➥ Spread more awareness about @PrismaXai and help onboard more people.
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Use the weekend to study more about projects, here are some to venture into.
For now let's focus on Robotics.
Choose what you can and focus on it.
Robotics, a fast rising meta and if I were you I'd position now.
➥ 1. Openmind
@openmind_agi is building a tech that lets machines work together, learn, and make decisions on their own thereby creating a new connected world of intelligent robots and they're doing this with OM1 and FABRIC
They’ve raised $20M from top-tier backers like Pantera Capital and Coinbase Ventures
How to position:
1. Get all the badges you can, best bet, get the developer badge and researcher.
2. Yap about OpenMind and get yourself on the lb or in the nearest future can earn you the researcher badge.
3. Run the OM1 node, find bugs or better still fix it.
4. Contribute through Github
➥ 2. PrismaX
@PrismaXai is transforming robotics by building a decentralized structure for real-world visual data collection to train physical-AI models is the core of PrismaX.
PrismaX empowers humans to remotely operate robots, thereby contributing dataset to enrich AI-driven robotics.
Backed by $11M from top investors like a16z Crypto CSX, Volt Capital, and Symbolic Capital
you can control the robotic arm(teleoperate) by either being an amplifier $99 or an innovator $399, you stack up points as well as data hours
Start here: prismax(.)ai
How to position
1. Teleoperate and get those points and data hours
2. Create content, videos, arts, infographics on X and submit your content on DC, be active in the community, attend events, participate in contests, and get some roles, I currently have the Reactive role.
➥ 3. Bitrobot
@BitRobotNetwork Raised about $8M in total funding, led by Protocol VC with top backers like Fabric Ventures and Solana Ventures, as well as angel investors such as Solana Labs co-founders Anatoly Yakovenko and Raj Gokal.
How to position:
1. You need an access for this, so make contents and see if you can get it, heard it's fun teleoperating over there.
2. Whitelisted users can remotely control robotic arms to complete missions that help train robots
3. Be an active member on X and on DC
4. Apply for the waitlist
app.youform.com/forms/kce82fwu
Discord link: discord.gg/phm4ZEfq
➥ 4. Axisrobotics:
@axisrobotics is on a mission to transfer human intelligence into a Robotics General Intelligence.
How to position
1. Get on the waitlist and be active on DC,
2. Make content on X too and just be an active community member.
Always DYOR and stay positioned
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Congratulations to the just concluded winners of the @boundless_xyz wellness challenge, it's always fun doing anything Boundless and zk aligned and yes I was part of the winners.
It's a new year and I'm still very much with Boundless, we ride till the wheels fall off.
Let's do even greater things this year.
I'm hoping we get to see more of these this year @kashvii
@reka_eth what do you say?
Boundless Mission: to bring ZK to every chain.
kashvi@kashvii
day 4 of shouting out boundless community members until christmas 4) thank you for @dibbyte standing by boundless and being a thought leader in ZK always and doing fun spaces we see u we appreciate you
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2026 is going to be a legendary year for privacy.
Study privacy with @0xMiden
zulqueen❖,❖@web3Alhaja
2026 is going to be a legendary year for crypto. Study @0xMiden
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@dibbyte @openmind_agi Pretty solid stats
I hope you achieve all that you set out to do
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I am Dibbyte, an @openmind_agi believer and these are my stats:
✓ About 55 points on the Openmind App.
✓ OG role: don't have
✓ Mapper badge
✓ Personhood badge
✓ Backpack badge
✓ Evaluated videos
✓ Developer : Soon
✓ Kaito lb, not yet
What I hope to achieve:
▪︎Developer badge
▪︎Researcher badge
▪︎To be on the Kaito lb soon
▪︎To evaluate more videos
▪︎Accrue above 300 points on the app.
▪︎Teleoperate robots remotely.
▪︎Help people get the badges.
▪︎Talk about OpenMind even more
▪︎Be more active on the DC.
▪︎Map out even more areas
@openmind_agi is building:
✓ an open source, AI native operating system for robots called OM1
✓ along with a decentralized network layer called FABRIC that allows robots to share data, skills, and intelligence.
What are your stats?
PS: a reminder to connect your socials.
Dibbyte@dibbyte
➥ The momentum in robotics is accelerating fast and @openmind_agi is at the fore front. Remember OpenMind earned a spot (3rd position) in the Foundation Models & Robot Brains and if I were you, it'd be another reason to be bullish on OpenMind. ➥ There have been issues of latency today and that's why openmind did something important by providing OM1: a universal brain for all hardware, giving robots a shared language for perception and decision-making. ➥ Some of the latest on OpenMind. ✓ You can now connect your socials on the DC this includes discord, twitter and github, so this is a reminder to do that. ✓ The Fabric Foundation was also established. ✓ You can also get the badges. I have gotten 3 badges and I'm aiming to get the developer badge, will make a video guide once I'm able to, this is one badge I'd advise y'all to get as not alot has got this. ➥ I also got the personhood badge yesterday and it was pretty easy: ▪︎Download the worldcoin app ▪︎Create an account ▪︎Go to the Openmind site ▪︎Click on the personhood badge. ▪︎Scan the QR code with your camera, connect and you're good to go. PS: Don't forget to keep evaluating videos as soon as they come
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@dibbyte @openmind_agi Robotics szn, let's stay positioned on openmind
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➥ The momentum in robotics is accelerating fast and @openmind_agi is at the fore front.
Remember OpenMind earned a spot (3rd position) in the Foundation Models & Robot Brains and if I were you, it'd be another reason to be bullish on OpenMind.
➥ There have been issues of latency today and that's why openmind did something important by providing OM1: a universal brain for all hardware, giving robots a shared language for perception and decision-making.
➥ Some of the latest on OpenMind.
✓ You can now connect your socials on the DC this includes discord, twitter and github, so this is a reminder to do that.
✓ The Fabric Foundation was also established.
✓ You can also get the badges.
I have gotten 3 badges and I'm aiming to get the developer badge, will make a video guide once I'm able to, this is one badge I'd advise y'all to get as not alot has got this.
➥ I also got the personhood badge yesterday and it was pretty easy:
▪︎Download the worldcoin app
▪︎Create an account
▪︎Go to the Openmind site
▪︎Click on the personhood badge.
▪︎Scan the QR code with your camera, connect and you're good to go.
PS: Don't forget to keep evaluating videos as soon as they come
Dibbyte@dibbyte
Just keeping it simple The tweet is on Robotics and ZK @openmind_agi is building: ✓ an open source, AI native operating system for robots called OM1 ✓ along with a decentralized network layer called FABRIC that allows robots to share data, skills, and intelligence. Miden ✓ @0xMiden is a privacy first blockchain built with zero knowledge (ZK) technology to make crypto apps more secure and practical for real world finance. ✓ Miden is rooted in zero-knowledge proofs, but designed for usability, scalability, and responsible privacy.
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