@EarnByAbhi @P2Pdotme These people that are investing are like educated illiterate 🤣
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ManjeetKumar
1.3K posts
ManjeetKumar
@_darketh
WEB 3 Content Creator | Giving Knowledge about crypto
Inscrit le Eylül 2023
924 Abonnements262 Abonnés
gPrisma !
Understanding the Service Layer in robotics
the more i dive into the robotics space, the more i realize it’s not just about flashier hardware or "smarter" models anymore.
The real progress comes from a loop:
Robots interact → data is generated → intelligence improves → robots get better
it sounds simple but scaling that loop is incredibly hard.
for a long time, the industry was obsessed with the hardware. but now Prismax is moving into the next stage by building what i’d call a Service Layer.
It’s the invisible structure that organizes everything:
* how robots are deployed in the field.
* how humans interact with machines via teleoperation.
* how that raw data flows back into training systems.
without this structure, even a mountain of data is just noise. but with it, every single interaction becomes part of a system that learns.
Prismax is moving away from the idea of 'one robot getting better' and toward a network where everything learns together.
it’s a subtle shift, but it’s the one that actually makes scaling possible.
@PrismaXai @RoboCon_AI
Harii@x_harix07
gPrisma fam ! Just saw Prismax bringing live robot control to YHack and this feels different. Instead of just coding, builders are actually operating real robot arms in real time. a simple task like stacking blocks suddenly becomes challenging when it’s physical. that’s where real learning happens - not in theory, but in interaction. feels like a small step, but this is how more people start understanding real world robotics. @PrismaXai @RoboCon_AI
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GM CT , A new exciting partnership id done by Primsa with Nvidia.
@PrismaXai 𝐉𝐨𝐢𝐧𝐬 @nvidia 𝐈𝐧𝐜𝐞𝐩𝐭𝐢𝐨𝐧 𝐏𝐫𝐨𝐠𝐫𝐚𝐦
Let’s breakdown this inception program:-
1) What is NVIDIA Inception Program?
If i tell about this program so it’s a global initiative designed to support startups working in Ai , Data science like what prisma doing.
So In simpler terms i can say it gives advance developer tool and infrastructure support.
2) Why PrismaX Joining this program
So we all know Prisma is building a service layer that connects robot , data and intelligence.
So by joining this program Prismax gain these things:—
> Access to advanced AI infrastructure
> Support for scaling real world robotics systems
> Opportunities to collaborate with top tier builders and investors
3) The bigger vision
As a Teleoperation i believe we are entering a phase where
Robotics + AI + Infrastructure = Real world impact
Prismax is building the system that connects these tool together.
And NVIDIA provides the backbone that powers modern AI systems.
ManjeetKumar@_darketh
GM CT , a lot of things are happening and everyone saying projects are scamming their community. But i believe @PrismaXai is different. They built different, they are developing something that matters to real life and solving the real problems. 𝐖𝐡𝐲 𝐓𝐞𝐥𝐞𝐨𝐩𝐞𝐫𝐚𝐭𝐢𝐨𝐧 𝐦𝐚𝐭𝐭𝐞𝐫𝐬 𝐢𝐧 𝐑𝐨𝐛𝐨𝐭𝐢𝐜𝐬? >As a Teleoperator i feel that before robots can act autonomously but firstly they need to learn from humans. >Teleoperation is the bridge between human intelligence and robotic autonomy. >When i did Teleoperation each arm movement felt like teaching the robot how a human would solve the problem. >Real world Teleoperation allow robots to observe how humans react in different environments. >When we did movement, correction, and take decision while doing Teleoperation it becomes valuable training data for robotics AI. 𝐖𝐚𝐲𝐬 𝐓𝐄𝐋𝐄𝐎𝐏𝐄𝐑𝐀𝐓𝐈𝐎𝐍 𝐭𝐫𝐚𝐢𝐧 𝐑𝐨𝐛𝐨𝐭𝐬: 1) Human Decision making- So Robotic arm observe how humans approach tasks and capture real world judgment and corrections. 2) Real World Data Collection- When we use arm it generates high quality sensory data that capture visual and motion patterns of human movement. 3)Autonomy Development- So Autonomy starts with human control like when we do teleoperation and then AI begins assisting over time and Robots learn patterns from repeated tasks. 4) Continous Data flywheel- So Teleoperation it’s like a merry go round where Humans perform tasks through teleoperation and data is captured and analyzed and Ai models improve with training. 𝐍𝐨𝐭𝐞 𝐭𝐨 𝐑𝐞𝐦𝐞𝐦𝐛𝐞𝐫 So When we do Teleoperation do it properly because we are not just moving a roboic arm instead we are contributing to how future robots learn to operate in the real world.
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If we talk about this phase , i personally feel so motivated because i also feeling to left this crypto space and focus 🧘 on some other field.
But @EarnByAbhi give the right direction as he told us to use this opportunity because a lot of user are believing crypto is dead.
And From now on I will manage my time very well and start focusing on building some skills that align with crypto and my future career.
Thank you bro for this space .
Hope next time i get some time to speak with you.
Abhi.eth@EarnByAbhi
Great session with you all - appreciate everyone who joined. Hope you took some real value from it 🤝 You can share your feedback and anything you liked from the AMA. The recording is also available for those who couldn’t join live.
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@EarnByAbhi It was a good learning session bro and you motivated us very well in this bear phase and you also tell us to focus on improving our skills
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Great session with you all - appreciate everyone who joined.
Hope you took some real value from it 🤝
You can share your feedback and anything you liked from the AMA. The recording is also available for those who couldn’t join live.
Abhi.eth@EarnByAbhi
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Introducing - Lucid Agent
Autonomous AI powered by Kimi, MiniMax, DeepSeek, Claude & more.
1-click deploy • Enterprise security • Vetted plugins & skills repo.
Autonomous trading: set slippage/chains/risk. DeFi ready.
Chat from Discord, WhatsApp, Telegram and Web.
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Excited to unveil the Lucid Agentic Marketplace:
Easily discover powerful AI agents or monetize your own agents skills, get tasks, and earn.
Powered by DePin compute.
Describe need → Get recommended agents → Hire one → Give it context → Problem solved.
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@EarnByAbhi @0xbeepit Galxe giving reward is like rahul Gandhi winning next election
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Join @0xbeepit Odyssey Program:
It is an AI lab on Sui Network building autonomous AI agents for DeFi and trading.
🔗 app.galxe.com/quest/fuuzre24…
Quiz Ans : BACB
Although Galxe tasks (not just Galxe lol) has been disappointing lately but it’s free and only ~1.5k participants so definitely worth doing. Takes just 2 minutes.
Also 1st Agentic Project on Sui👀
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It’s time for an AMA.
I seriously want to talk with you guys.
Will announce the time ASAP - stay tuned🫡
Abhi.eth@EarnByAbhi
Back from the trip ✈️ Firstly, expect a few things from my side in the upcoming days and week: 1. Distributing 500 - 1000 YOSO codes to my community (wait for the post today). 2. Conducting an AMA (X Space) for something important + guidance for the community. 3. More things Also, Happy Holi in advance - enjoy with your family and friends ❤️ See you.
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@EarnByAbhi I can also claim that me and abhi also have the highest IQ
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People say this guy has the highest IQ in the world…
What if among 8B people the real highest IQ person never even took an IQ test and isn’t even aware of it? lmao.
It could be me or even you lol
This guy just has the highest recorded IQ and just keeps doing random shit😂
YoungHoon Kim@yhbryankimiq
Alt season has started now.
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Another good opportunity currently on @arc !!
Arc is not an ordinary Web3 project. It is an institutional focused project built by @circle as a Layer 1 blockchain acting as the economic OS for the internet, focused on onchain payments.
The token is confirmed and I think the two best ways to position here are:
1. Build on Arc :
Since the project is primarily built for developers and enterprises / institutions, developers will have a strong edge here.
2. Join their community badge & points program : community.arc.network
Steps:
- Click "Join Community" and sign up with email
- Create your account and submit the application
- Wait for the application to be reviewed then start earning points and badges
I don't believe testnet interaction alone will be heavily considered for incentives from the project.
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Most agents track price.
Ours track how information propagates through markets.
That difference is where the edge comes from.
The visualization below is a Shannon entropy field: a model of how uncertainty collapses and spreads as new information enters a market.
Each trade, liquidity shift, or derivatives flow updates a probability distribution.
When information arrives, entropy collapses locally as the market incorporates it. But that update rarely happens everywhere at once.
Different venues, liquidity pools, and derivative layers incorporate signals at different speeds, creating measurable information gradients across the system.
One of the analytical tools in our agents’ stack models this directly:
> Entropy quantifies uncertainty embedded in each probability market
> KL divergence reveals conflicting distributions across venues
> Information gradients show where signals have propagated—and where they haven’t yet
Prediction markets and DeFi make this particularly powerful because price already represents probability.
Mapping how those probability distributions update across venues turns the market into a measurable system: a live field of information flow showing where uncertainty remains—and where probability is likely to adjust next
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We have been saying this for quite some time.
Until people take this serious we will continue to see this level of ignorance propagated
Remember the 2024 “Mother of All Breaches”
It will be much worse, with more financial implications.
Openclaw = software terrorism
GIF
SPEC@___4o____
Quick OpenClaw update: - 6.4K open issues - 5.5K open PRs - 230 unresolved security vulnerabilities (+200% MoM) All of the grifters/VCs falling for and enabling this type of shit are effectively software terrorists.
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@EarnByAbhi That’s true sir but i am still developing my skills in this phase
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Let me explain why this phase feels different :
In previous bear markets, there were still many good projects from the end of the bull run that felt worth interacting with and because of that, people stayed busy exploring and integrating with those projects. Also, the positive sentiment from the previous bull run kept the community motivated and active.
But now the situation feels different :
Due to the oversaturation of Web3, many bad actors launched low quality projects during the bull run which damaged the overall sentiment and because of this, there are very few meaningful projects that actually feel worth interacting with except for a few.
So the difference is :
Previously, during bear markets, people stayed busy with older projects and the positive sentiment from the bull run kept the ecosystem active.
But now there are hardly any strong old projects and the sentiment has already turned negative even during the bull phase for various reasons.
So this kind of phase has always existed in crypto but the difference is exactly what I explained above.
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GM CT , a lot of things are happening and everyone saying projects are scamming their community.
But i believe @PrismaXai is different.
They built different, they are developing something that matters to real life and solving the real problems.
𝐖𝐡𝐲 𝐓𝐞𝐥𝐞𝐨𝐩𝐞𝐫𝐚𝐭𝐢𝐨𝐧 𝐦𝐚𝐭𝐭𝐞𝐫𝐬 𝐢𝐧 𝐑𝐨𝐛𝐨𝐭𝐢𝐜𝐬?
>As a Teleoperator i feel that before robots can act autonomously but firstly they need to learn from humans.
>Teleoperation is the bridge between human intelligence and robotic autonomy.
>When i did Teleoperation each arm movement felt like teaching the robot how a human would solve the problem.
>Real world Teleoperation allow robots to observe how humans react in different environments.
>When we did movement, correction, and take decision while doing Teleoperation it becomes valuable training data for robotics AI.
𝐖𝐚𝐲𝐬 𝐓𝐄𝐋𝐄𝐎𝐏𝐄𝐑𝐀𝐓𝐈𝐎𝐍 𝐭𝐫𝐚𝐢𝐧 𝐑𝐨𝐛𝐨𝐭𝐬:
1) Human Decision making- So Robotic arm observe how humans approach tasks and capture real world judgment and corrections.
2) Real World Data Collection- When we use arm it generates high quality sensory data that capture visual and motion patterns of human movement.
3)Autonomy Development- So Autonomy starts with human control like when we do teleoperation and then AI begins assisting over time and Robots learn patterns from repeated tasks.
4) Continous Data flywheel- So Teleoperation it’s like a merry go round where Humans perform tasks through teleoperation and data is captured and analyzed and Ai models improve with training.
𝐍𝐨𝐭𝐞 𝐭𝐨 𝐑𝐞𝐦𝐞𝐦𝐛𝐞𝐫
So When we do Teleoperation do it properly because we are not just moving a roboic arm instead we are contributing to how future robots learn to operate in the real world.
ManjeetKumar@_darketh
It has been a while since i posted something and i see a lot of update in @PrismaXai. 𝐀 𝐠𝐞𝐧𝐮𝐢𝐧𝐞 𝐮𝐩𝐝𝐚𝐭𝐞 𝐟𝐫𝐨𝐦 𝐏𝐫𝐢𝐬𝐦𝐚 𝐰𝐢𝐭𝐡 𝐍𝐨 𝐮𝐧𝐧𝐞𝐜𝐞𝐬𝐬𝐚𝐫𝐲 𝐇𝐲𝐩𝐞, 𝐍𝐨 𝐅𝐔𝐃. I have been using the PrismaX teleoperation platform for a 2 months , so I wanted to share a quick operator perspective on the latest update. 1) The biggest change for me is the new Robot Control Center. Now there are clearer tiers: • Training Arm Gold • Training Arm Black • Arena Arm • Private Arm This personally gives users more information about each arm with clearer rules around access of arms and usage frequency. 2) The queue improvements are better than before. Now every user get notification when you are close to your turn and also get confirmation before leaving the queue. I know it sound small but i did teleoperation before I know this removes a lot of friction. 3) Why Private Arm is needed? I have seen people questioning the Private Arm, but from my perspective this is normal. Controlled environments are needed for: >events >research sessions >partner experiments 4) Good step taken by team that I like: Now user can link their x and discord and this help identification of user and team can recognise contribution. 5) A counter to FUD with bug fixing >A lot of users get stuck on their queue and team fixes this issue. >User are complaining about that they are not getting points after Teleoperation, team fixes this issue as well. >A improve queue position are done by team. This is not just a update,it’s a silent slap on fudders by team @castorhat and @shayebackus. Also I would personally thanking community mods and leader like @realAltcoiner and @edward_evm for continuous communication with community members in the FUD time of prisma.
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Today we made 2 digit profit from @NexiraDAEP
After a long time, at least an airdrop distributed rewards to almost everyone - although the execution wasn’t perfect but we still ended up with some profit for free.
Still better than projects that don’t even make users eligible after farming for years.
Even small money is good in this market - wagmi :)
Abhi.eth@EarnByAbhi
New Airdrop Campaign: @NexiraDAEP Nexira is a gaming focused project built by @MaviaGame. Back in 2024, they delivered a fair 2-3 digit airdrop to their community so this campaign is worth participating in as well. STEPS 👇🏻 1. Visit & sign up with Google nexira.ai/airdrops?refid… 2. Connect wallet, Discord, X, and Telegram 3. Do daily check-ins 4. Complete social tasks 5. Invite up to 5 friends (+5000 RUBY points) KEY DETAILS : • Total pool: 50M RUBY points More RUBY points = more $NEXI tokens at TGE • Not expecting anything huge from this, but tasks are free, the project background is solid, and referrals are capped at 5, which is good for normal users. • Don’t forget to comment your referral link so new users can join through it and you can complete your 5 invites. WORTH A TRY🫡
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