ManjeetKumar

WEB 3 Content Creator | Giving Knowledge about crypto

[ManjeetKumar @_darketh]

I see a lot of @PrismaXai user get confused between Teleoperation vs Automation.

Today i will clarify this confusion.

𝐓𝐞𝐥𝐞𝐨𝐩𝐞𝐫𝐚𝐭𝐢𝐨𝐧 and 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧

At First both are involving Robots that periodically task

But Key difference is who makes the decision of controls.

Automation

In automation, the robot acts independently.

Here it makes decisions on its own
It also follows pre trained models
It requires minimal human intervention

Teleoperation

In teleoperation, a human guides the robot in real time

It does human controls actions

It Handles unexpected situations

It provides judgment and corrections

𝐇𝐨𝐰 𝐭𝐡𝐞𝐲 𝐰𝐨𝐫𝐤 𝐭𝐨𝐠𝐞𝐭𝐡𝐞𝐫

Teleoperation isn’t the opposite of automation.

It’s the path to automation.

Humans first teach robots through real world tasks.

Over time, robots learn patterns, improve decision making, and gradually require less assistance.

[ManjeetKumar @_darketh]

Let’s talk about the ultimatum of @PrismaXai

𝐓𝐡𝐞 𝐦𝐨𝐫𝐞 𝐮𝐬𝐞𝐫𝐬 𝐨𝐧 𝐏𝐫𝐢𝐬𝐦𝐚𝐗 → 𝐓𝐡𝐞 𝐬𝐦𝐚𝐫𝐭𝐞𝐫 𝐫𝐨𝐛𝐨𝐭𝐬 𝐛𝐞𝐜𝐨𝐦𝐞

We all know in Crypto community is key for development of projects and Prisma took this at another level every new operator doesn’t just add activity to the network and they also add intelligence.

More users complete teleoperation tasks across different environments and scenarios.

Every action, correction generates valuable real world training data.

Robots learn from a larger and more diverse set of human behaviors

Improved data leads to better performance, adaptability, and autonomy.

Look at this scenario:—

A robot trained by 10 operators learns useful skills.

A robot trained by 10,000 operators learns more edge cases, more human strategies, more real world behaviour.

More Users<More Data<Better Models<Smarter Robots<More Adoption

Twitter: @prismaxai
Discord: https://t.co/9XHpUbP6sY
Website: https://t.co/dHcF8XfA5o

[ManjeetKumar @_darketh]

@coingecko This shows the real potential of Legion

[ManjeetKumar @_darketh]

Let’s talk about the ultimatum of @PrismaXai

𝐓𝐡𝐞 𝐦𝐨𝐫𝐞 𝐮𝐬𝐞𝐫𝐬 𝐨𝐧 𝐏𝐫𝐢𝐬𝐦𝐚𝐗 → 𝐓𝐡𝐞 𝐬𝐦𝐚𝐫𝐭𝐞𝐫 𝐫𝐨𝐛𝐨𝐭𝐬 𝐛𝐞𝐜𝐨𝐦𝐞

We all know in Crypto community is key for development of projects and Prisma took this at another level every new operator doesn’t just add activity to the network and they also add intelligence.

More users complete teleoperation tasks across different environments and scenarios.

Every action, correction generates valuable real world training data.

Robots learn from a larger and more diverse set of human behaviors

Improved data leads to better performance, adaptability, and autonomy.

Look at this scenario:—

A robot trained by 10 operators learns useful skills.

A robot trained by 10,000 operators learns more edge cases, more human strategies, more real world behaviour.

More Users<More Data<Better Models<Smarter Robots<More Adoption

Twitter: @prismaxai
Discord: https://t.co/9XHpUbP6sY
Website: https://t.co/dHcF8XfA5o

[ManjeetKumar @_darketh]

We all know @PrismaXai have different phases in their development process.

This Teleoperation phase is the pre training phase of robots think it like human learn by doing.

𝐓𝐞𝐥𝐞𝐨𝐩𝐞𝐫𝐚𝐭𝐢𝐨𝐧 𝐢𝐬 𝐭𝐡𝐞 𝐩𝐫𝐞 𝐭𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐩𝐡𝐚𝐬𝐞 𝐨𝐟 𝐫𝐨𝐛𝐨𝐭𝐬

How I believe this Teleoperation Act as Pre training.

Human Demonstrates- Operators remotely control robots and perform real world tasks.

Experience Becomes Data- So every movement, correction, and decision is captured as training data.

AI Learns Patterns- This Models study human behavior to understand successful actions.

Robot Builds Skills- I see Over time, robots begin performing tasks with less human assistance.

[ManjeetKumar @_darketh]

@Ordinalsbit @sportfun @krakenfx @legiondotcc Sport is doing great job

[ManjeetKumar @_darketh]

@carrotfunding That’s a good challenge

[ManjeetKumar @_darketh]

@James_Gets_It Hoping to earn some more VP james

[ManjeetKumar @_darketh]

@alturax Hoping to get on leaderboard

[ManjeetKumar @_darketh]

@alturax @jumperapp Just something huge is happening

[ManjeetKumar @_darketh]

@JohnTears I think it’s completely true

[ManjeetKumar @_darketh]

We all know @PrismaXai have different phases in their development process.

This Teleoperation phase is the pre training phase of robots think it like human learn by doing.

𝐓𝐞𝐥𝐞𝐨𝐩𝐞𝐫𝐚𝐭𝐢𝐨𝐧 𝐢𝐬 𝐭𝐡𝐞 𝐩𝐫𝐞 𝐭𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐩𝐡𝐚𝐬𝐞 𝐨𝐟 𝐫𝐨𝐛𝐨𝐭𝐬

How I believe this Teleoperation Act as Pre training.

Human Demonstrates- Operators remotely control robots and perform real world tasks.

Experience Becomes Data- So every movement, correction, and decision is captured as training data.

AI Learns Patterns- This Models study human behavior to understand successful actions.

Robot Builds Skills- I see Over time, robots begin performing tasks with less human assistance.

[ManjeetKumar @_darketh]

We all know everyone learn slowly and robots are like human, they don’t become intelligent overnight.

And this is how @PrismaXai helps.

How Robots Learn Step by Step

1) Picking Objects

Robots first learn simple tasks like grabbing items , moving objects and understanding positioning

This helps train basic motion and coordination.

2) Understanding Actions

As humans teleoperate robots, AI begins learning timing, precision, decision making.
Every task becomes training data.

3) Complex Real-World Tasks

Over time, robots move from simple actions to multi-step workflows like preparing food, organising spaces and assisting humans.

[ManjeetKumar @_darketh]

We all know everyone learn slowly and robots are like human, they don’t become intelligent overnight.

And this is how @PrismaXai helps.

How Robots Learn Step by Step

1) Picking Objects

Robots first learn simple tasks like grabbing items , moving objects and understanding positioning

This helps train basic motion and coordination.

2) Understanding Actions

As humans teleoperate robots, AI begins learning timing, precision, decision making.
Every task becomes training data.

3) Complex Real-World Tasks

Over time, robots move from simple actions to multi-step workflows like preparing food, organising spaces and assisting humans.

[ManjeetKumar @_darketh]

Let’s understand how i see @PrismaXai in resemblance to real world like what project is working like prisma.

So these are my 2 closest resemblance of Prisma working:-

Uber for robot operators- Connecting humans to robots across the world for real time tasks.

AWS for robotics data- Collecting, storing, and scaling massive real world training data for AI.

What does this really mean?

PrismaX isn’t just a platform it’s an infrastructure layer for physical AI. It enables humans remotely operate robots and every action becomes valuable data with data trains smarter AI models.

What these models signify?

I believe just like Uber scaled transportation and AWS scaled computing,

PrismaX is scaling robot intelligence through human contribution.

Let’s comment your closest real life resemblance for @PrismaXai.

[ManjeetKumar @_darketh]

GM CT

Just reached a new milestone in my journey with PrismaX.

I just unlocked 3rd role in @PrismaXai ecosystem, starting as Reactive and reaching to Proactive lead to growing into Teleoperator, and now becoming a Verified Visionary.

This journey has been all about consistency, learning, and contributing to something bigger than just participation. From engaging in tasks to understanding the deeper vision of human in the loop AI, every step has added real value.

Grateful for the community, the opportunities, and the recognition
This is just the beginning and aiming o contribute even more and grow further within PrismaX.

Let’s keep building, learning, and pushing the limits of what we can achieve together.

Thanks to @vivianrobotics @PrismaXai

Twitter: @prismaxai
Discord: https://t.co/9XHpUbP6sY
Website: https://t.co/nM48eLcRto

[ManjeetKumar @_darketh]

@James_Gets_It That’s a good update bro

[ManjeetKumar @_darketh]

GM CT

Just reached a new milestone in my journey with PrismaX.

I just unlocked 3rd role in @PrismaXai ecosystem, starting as Reactive and reaching to Proactive lead to growing into Teleoperator, and now becoming a Verified Visionary.

This journey has been all about consistency, learning, and contributing to something bigger than just participation. From engaging in tasks to understanding the deeper vision of human in the loop AI, every step has added real value.

Grateful for the community, the opportunities, and the recognition
This is just the beginning and aiming o contribute even more and grow further within PrismaX.

Let’s keep building, learning, and pushing the limits of what we can achieve together.

Thanks to @vivianrobotics @PrismaXai

Twitter: @prismaxai
Discord: https://t.co/9XHpUbP6sY
Website: https://t.co/nM48eLcRto

[ManjeetKumar @_darketh]

I see a lot of post about @PrismaXai working but i think one thing is still missing to explain.

𝐑𝐨𝐛𝐨𝐭𝐬 𝐝𝐨𝐧’𝐭 𝐥𝐞𝐚𝐫𝐧 𝐥𝐢𝐤𝐞 𝐂𝐡𝐚𝐭𝐆𝐏𝐓.

Basically Chatgpt train it’s model using raw data but Robots are different they need to see, move, and interact with the real world.

What Robots Actually Need:—

→ Vision
Understanding surroundings through cameras and sensors that do through Teleoperation.

→ Motion
Learning how to move, pick, place, and navigate using robotic arms.

→ Interaction
Reacting to real world environments and human input that help in gaining more accurate data.

How PrismaX Solves This:—

With teleoperation, humans remotely control robots and generate real world training data:

• Every movement becomes motion data.
• Every decision improves interaction.
• Every task builds visual understanding.

PrismaX bridges this gap by turning human actions into multi dimensional intelligence.

[ManjeetKumar @_darketh]

I see a lot of post about @PrismaXai working but i think one thing is still missing to explain.

𝐑𝐨𝐛𝐨𝐭𝐬 𝐝𝐨𝐧’𝐭 𝐥𝐞𝐚𝐫𝐧 𝐥𝐢𝐤𝐞 𝐂𝐡𝐚𝐭𝐆𝐏𝐓.

Basically Chatgpt train it’s model using raw data but Robots are different they need to see, move, and interact with the real world.

What Robots Actually Need:—

→ Vision
Understanding surroundings through cameras and sensors that do through Teleoperation.

→ Motion
Learning how to move, pick, place, and navigate using robotic arms.

→ Interaction
Reacting to real world environments and human input that help in gaining more accurate data.

How PrismaX Solves This:—

With teleoperation, humans remotely control robots and generate real world training data:

• Every movement becomes motion data.
• Every decision improves interaction.
• Every task builds visual understanding.

PrismaX bridges this gap by turning human actions into multi dimensional intelligence.

[ManjeetKumar @_darketh]

Teleoperation x @PrismaXai Fun.

Yesterday, I had the opportunity to organize an exciting Smash Kart event for the PrismaX India region 🇮🇳.

The event brought together an amazing community of gamers and builders in Prisma India community.

What i love the most is that a lot of players come to the event and play the game with fun and had voice chat in Prisma discord.

Events like these show how strong and active the PrismaX community is becoming in India.

It’s not just about winning game but it’s about every indian member participating in the event and create a fun environment where everyone could compete and connect.

Grateful to everyone who joined and made this event successful 🙌

Looking forward to hosting more such events soon .

Here is the winner list

Round1- @Ordinalsbit
Round2- @ag7oct
Round 3-@Ordinalsbit

Thank to @ayushgautam174 for allowing me to host the event.

Twitter: @prismaxai
Discord: https://t.co/9XHpUbP6sY
Website: https://t.co/nM48eLcRto

[ManjeetKumar @_darketh]

@EarnByAbhi What if we don’t have money to bet🤣🤣

[ManjeetKumar @_darketh]

@ayushgautam174 @vivianrobotics @PrismaXai @MaxC16134 We will definitely win this bro

[ManjeetKumar @_darketh]

@0xspy @PrismaXai Yeah bro it is

[ManjeetKumar @_darketh]

Teleoperation x @PrismaXai Fun.

Yesterday, I had the opportunity to organize an exciting Smash Kart event for the PrismaX India region 🇮🇳.

The event brought together an amazing community of gamers and builders in Prisma India community.

What i love the most is that a lot of players come to the event and play the game with fun and had voice chat in Prisma discord.

Events like these show how strong and active the PrismaX community is becoming in India.

It’s not just about winning game but it’s about every indian member participating in the event and create a fun environment where everyone could compete and connect.

Grateful to everyone who joined and made this event successful 🙌

Looking forward to hosting more such events soon .

Here is the winner list

Round1- @Ordinalsbit
Round2- @ag7oct
Round 3-@Ordinalsbit

Thank to @ayushgautam174 for allowing me to host the event.

Twitter: @prismaxai
Discord: https://t.co/9XHpUbP6sY
Website: https://t.co/nM48eLcRto

[ManjeetKumar @_darketh]

𝐓𝐨𝐝𝐚𝐲 𝐰𝐡𝐢𝐥𝐞 𝐝𝐨𝐢𝐧𝐠 𝐓𝐞𝐥𝐞𝐨𝐩𝐞𝐫𝐚𝐭𝐢𝐨𝐧 𝐢𝐧 @𝐏𝐫𝐢𝐬𝐦𝐚𝐗𝐚𝐢 𝐢 𝐥𝐞𝐚𝐫𝐧𝐞𝐝 𝐚 𝐰𝐨𝐫𝐝 𝐇𝐮𝐦𝐚𝐧 𝐢𝐧 𝐋𝐨𝐨𝐩.

I take more knowledge about this word and get to know that when we are doing Teleoperation, we are just creating a human in loop that allows robots to learn directly from human actions through teleoperation.

So basically Robots are dumb they can only follow commands and struggle with situations like unexpected situations, Real world decision making and adaptability.

How Human-in-the-Loop Works:—

Human Operates - A person remotely controls the robot during real-world tasks.

Data is Captured - Every movement, correction, and decision becomes valuable training data.

AI Learns- The system studies human behavior to understand what works best in different situations.

Robot Improves- Over time, robots become smarter, faster, and more autonomous.

This is continuous loop in Prisma where

Human Action → Training Data → AI Learning → Better Robots

[ManjeetKumar @_darketh]

@Rooh02222 @PrismaXai 🤟

[ManjeetKumar @_darketh]

@F0rkFlame @PrismaXai Oh no issue bro join us next time I will ping you