Decentralised Computing with NuNet, Demo

Learn Cardano
22 Feb 202317:51

Summary

TLDRIn this engaging discussion, Kabir from NewNet introduces a demo of their innovative platform at the Rare Bloom event. The platform's core component, Device Management Service, enables peer-to-peer networking and AI workflow deployment. The demo showcases the installation process, resource allocation, and the integration of a blockchain-agnostic rewards system with the Nuna token. The platform's open-source nature and technical community engagement are emphasized, highlighting the potential for user participation and contribution to its development.

Takeaways

  • 🚀 The demo showcases the main component of the Nuna platform, which is the device management service that allows computers to connect and communicate in a peer-to-peer network.
  • 🔄 The device management service is a program that needs to be installed on each device that wants to contribute to the Nuna platform.
  • 🛠️ The platform is constantly being developed, with protocols and APIs being added and updated, ensuring that the components are also updated accordingly.
  • 📈 The platform operates with a lifecycle and versioning system to control features, test them, and deploy them into different networks such as the test, development, and production networks.
  • 🌐 The Nuna platform is designed to be blockchain agnostic, allowing for the integration of various blockchains through its economic API.
  • 🎁 Community participation is crucial for the development of the platform, and users can be rewarded with Nuna tokens (NTX) for their contributions.
  • 🔧 The platform uses a command-line interface (CLI) for interaction, which is targeted towards technical users such as system operators.
  • 📦 The device management service can be installed as a Debian package on Linux, with plans to support multiple architectures and operating systems.
  • 🔗 The platform uses a metadata system to keep track of the capabilities of each machine, allowing for efficient resource allocation and task distribution.
  • 🔄 The peer-to-peer network is facilitated by a hash table (HD) that is synchronized across all devices, enabling decentralized deployment of compute workflows.
  • 📱 The goal is for community developers to create user interfaces that can interact with the device management service, expanding the accessibility and usability of the platform.

Q & A

  • What is the main component of the Nuna platform demonstrated in the event?

    -The main component demonstrated is the device management service, which is a program installed on each computer device that wants to contribute to the Nuna platform.

  • What does the device management service do?

    -The device management service exposes all the protocols and APIs that Nuna is building for computers to connect with each other, communicate in a peer-to-peer network, and deploy algorithms and AI workflows from the Nuna platform.

  • How often is the device management service updated?

    -The device management service is constantly updated as Nuna continues to develop its platform, protocols, and APIs.

  • What are the different networks that Nuna platform uses?

    -Nuna uses different networks such as the test network, development network, and production network to ensure stability and to test new features.

  • How does Nuna platform attract and reward community participation?

    -Nuna has launched a program called 'lunat and drops' to reward community members who participate in the development of the platform. This includes technical contributors and others, with rewards given in the form of Nuna tokens.

  • What is the purpose of the 'lunat and drops' program?

    -The purpose of the 'lunat and drops' program is to create a reputation system on the platform, allowing Nuna to track the activities of community members and reward them based on their contributions.

  • How is the development of Nuna platform funded?

    -The development is funded through the 'lunat and drops' program, where certain amounts of Nuna tokens (ntx) are allocated for different contributions to the platform.

  • What type of package is used for installing the device management service on Linux?

    -A Debian package is used for installing the device management service on Linux systems.

  • How does the device management service handle blockchain integration?

    -The device management service is blockchain agnostic, meaning it can connect to different blockchains and handle payments and settlements under the hood, allowing users to choose the blockchain they prefer.

  • What is the role of the command-line interface (CLI) in the Nuna platform?

    -The CLI allows users to interact with the device management service, check available resources on the computer, and manage wallet addresses for receiving compute usage rewards.

  • How does the Nuna platform ensure that resources are deployed efficiently?

    -The platform uses a hash table (HD) on each device management service, which is synchronized between machines, allowing every machine to know the resource availability in the network and to route compute requests to the appropriate machines.

Outlines

00:00

🤖 Introduction to Nuna Platform and Device Management Service

This paragraph introduces the Nuna platform and its main component, the device management service. It explains that this service is a program to be installed on each computer device that an owner wishes to contribute to the Nuna platform. The service exposes protocols and APIs that enable computers to connect with each other and communicate in a peer-to-peer network, facilitating the deployment of algorithms and AI workflows. The speaker expresses interest in the platform and mentions that the demo version was recently released. The paragraph also touches on the ongoing development of the platform, with the addition of new protocols and APIs, and the importance of community participation and feedback for further development.

05:02

🛠️ Git Repository and Domain Management Service

The second paragraph delves into the technical aspects of the Nuna platform's development, which is based on GitLab and is open source. It describes the process of accessing the code from the git repository and the structure of the homeowner project. The paragraph highlights the domain management service and its versioned releases, which are made available for testers to download and install. It also discusses the development of packages for different operating systems and the ease of installation for Linux users. Additionally, it introduces the command-line interface (CLI) and its capabilities, such as checking computer resources and managing wallet addresses for reward distribution.

10:03

🔗 Multi-Chain Integration and Network Interaction

This paragraph discusses the multi-chain capabilities of the Nuna platform, emphasizing its blockchain-agnostic approach. It explains how the platform uses smart contracts and escrow accounts to facilitate agreements between those who request computing power and those who provide it. The paragraph also covers the concept of Luna channels, which are virtual private networks for running different networks, such as development and production networks. It details the process of connecting to these networks and the isolation they provide, ensuring that each network operates independently. Furthermore, it describes the device management service's role in handling payments across different blockchains and the platform's ability to deploy compute workflows in a decentralized manner.

15:04

🚀 Demonstration of Peer-to-Peer Network and Resource Allocation

The final paragraph wraps up the demo by showcasing how the Nuna platform connects devices in a peer-to-peer network, allowing each machine to know about every other machine and their resource availabilities. It explains the use of a hash table (HD) on each device management service to synchronize information between machines. The paragraph highlights the platform's decentralized approach to deploying compute workflows, where resource requests are routed to the most suitable machines based on their capabilities. The speaker expresses excitement about the platform's potential and encourages community developers to engage with it by building user interfaces and contributing to its development. The paragraph concludes with a call to action for stateful operators to join and interact with the platform.

Mindmap

Keywords

💡Device Management Service

A program that must be installed on each computer device to enable participation in the Nuna platform. It exposes protocols and APIs that allow computers to connect with each other and communicate within a peer-to-peer network, facilitating the deployment of algorithms and AI workflows. This service is a core component of the platform and is subject to constant updates as the platform develops new protocols and APIs.

💡Peer-to-Peer Network

A type of network where each node or device has the capability to start a host, manage, or participate in a network. In the context of the video, it refers to the communication between computers on the Nuna platform, where each computer can deploy compute workflows in a decentralized manner, knowing the resource availability of the entire network.

💡Community Participation

The involvement of users and contributors in the development and improvement of the platform. The Nuna platform emphasizes the importance of community participation, especially at a technical level, to test, provide feedback, and help develop the platform further. Users can join the platform, understand it, and participate in the ecosystem, potentially being rewarded with Nuna tokens for their contributions.

💡Lunat and Drops Program

A framework designed by Nuna to reward community members and participants in the development of the platform. The program includes a reputation system and aims to incentivize contributions by awarding Nuna tokens (NTX) based on the value of the contributions and the resources provided.

💡GitLab

A web-based Git repository manager that facilitates version control and collaboration among developers. In the video, it is mentioned that all development for the Nuna platform is based on GitLab, making it open source and accessible for community developers to contribute to the codebase.

💡Debian Package

A type of software package format used primarily in Debian-based Linux distributions. In the context of the video, the Device Management Service is initially available as a Debian package for Linux users, with plans to create packages for different architectures and operating systems to widen accessibility.

💡Command Line Interface (CLI)

A text-based user interface that allows users to interact with the computer or software through commands. In the video, the CLI is used to interact with the Device Management Service, providing various commands to check resource availability, connect to different networks, and manage the user's wallet address for rewards.

💡Multi-Chain

A term referring to the ability of a platform or system to interact with or support multiple blockchain networks. In the video, Nuna's platform is described as blockchain-agnostic, meaning it can connect to different blockchains and handle payments and smart contracts across various networks, such as Cardano, to facilitate transactions and rewards.

💡Smart Contracts

Self-executing contracts with the terms of the agreement directly written into code. They are used to enforce and facilitate the negotiation between parties without the need for a central authority. In the context of the video, smart contracts are utilized when a compute provider and a requester of computing power agree on the terms for a transaction, adding a layer of security and automation to the process.

💡Nuna Channel

A virtual private network used within the Nuna platform for running different networks such as development, production, or testing networks. These channels allow for the isolation of various networks, enabling the platform to test features and deploy resources without interference from other networks or the main platform.

💡Hash Table

A data structure that stores data in an array format, allowing for efficient insertion, deletion, and lookup operations. In the video, the hash table within the Device Management Service (DMS) synchronizes between machines, enabling each device to know the addresses and capabilities of all other machines in the network, which is crucial for the decentralized deployment of compute workflows.

Highlights

Introduction to the demo of the NewNet platform and its device management service.

The device management service is a program installed on computers to connect and contribute to the NewNet platform.

The platform's main component is always in development, with protocols and APIs being constantly updated.

The platform operates on a lifecycle that includes development, test, and production networks to ensure stability and feature testing.

Community participation is crucial for the platform's development, especially at a technical level.

NewNet has launched a rewards program called Luna Drops to incentivize community members and developers.

The Luna Drops program uses a reputation system to track community activities and reward participants with NewNet tokens.

The platform is blockchain-agnostic, allowing for the use of different blockchains for various computational processes.

Smart contracts and escrow accounts are used to facilitate agreements between compute providers and algorithm requesters.

The demo showcases the process of downloading and installing the device management service package on Linux.

The platform uses a command-line interface (CLI) for interaction, which is targeted at system operators and technical users.

Users can check the available resources on their computer and decide how much they want to contribute to the network.

The platform allows users to link their wallet address for receiving compute usage rewards.

Luna channels are used to create virtual private networks for running different networks and testing features.

The platform's device management service enables the deployment of compute workflows in a decentralized manner.

The platform's hash table (HD) keeps track of all machines in the network, allowing for efficient resource allocation.

The demo concludes with a discussion on the potential for community developers to create user interfaces for the platform.

Transcripts

play00:00

I'm joined by Kabir from newnet and

play00:03

we're going to go through a little bit

play00:05

of a demo that they had at rare Bloom

play00:07

about their platform how it's going to

play00:10

work I'm pretty interested in this one

play00:11

as well I didn't get to see it during

play00:13

the event but Kabir was kind enough to

play00:15

join me after to just take me through

play00:17

the demo and I'll share it with you on

play00:19

the screen here as well so it could be

play00:20

right thank you for joining me again

play00:23

so let's go through the demo here so

play00:25

what exactly are we looking at at the

play00:27

moment so the things that we demoed

play00:31

during this event is

play00:35

basically the main component of the

play00:37

platform

play00:39

in the demo prototype version which was

play00:44

just just released now a few days ago

play00:47

and the main component of the platform

play00:49

is what we call device management

play00:51

service which is a small program that

play00:54

has to be installed on each computer

play00:56

device that that once let's say or that

play01:00

the owner wants to

play01:01

contribute to Nuna platform and that

play01:04

device exposes well device management

play01:07

service right so that service or program

play01:09

it exposes all the protocols and apis

play01:11

that no net is building in order for

play01:13

computers to connect each other to

play01:15

connect to the network to be able to

play01:17

communicate in peer-to-peer Network

play01:19

to be able to deploy algorithms and yeah

play01:23

AI workflows computer workflows from the

play01:26

net platform so basically yeah it does

play01:28

everything you you install it it

play01:30

connects your computer to the platform

play01:31

yeah basically exposes everything that

play01:33

we're doing

play01:34

the thing is well

play01:36

well

play01:37

it's it's not it's never final meaning

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that since we are always

play01:42

developing the platform and it will

play01:44

always be developed in terms that we

play01:46

will be developing protocols and we'll

play01:48

be adding things into apis therefore the

play01:50

the components itself will also be

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like updated constantly

play01:56

and we are working with

play02:00

this life cycle of the of the platform

play02:02

and versioning of this components so

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that we can control what kind of

play02:06

features we Implement what kind of

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features are breaking and what kind of

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features we deploy into the test Network

play02:12

development Network and the production

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Network because on the production

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Network we have to make sure that

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everything is stable on the development

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Network we deploy All The Cutting Edge

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features so that people get tested and

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we could run all the regression tests

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so this is what we demonstrated and the

play02:29

the main purpose of this demo was not

play02:33

only to show what we did

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but

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to attract people to start using it

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start testing it and

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get feedback from them

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how it works and how it doesn't work and

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basically to develop further because in

play02:48

order for the platform to develop we

play02:50

need

play02:50

we need Community participation a user's

play02:53

participation in a pretty pretty deep

play02:55

technical level at least in the

play02:57

beginning yes

play02:58

this is actually a very major milestone

play03:01

for you this is when the users can

play03:03

actually join the platform understand it

play03:05

and participate in your ecosystem I

play03:07

remember you saying people when

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participating could get rewarded with

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the new net token so is that is that

play03:14

still correct yes so we I think last

play03:18

month we started we launched what we

play03:22

call lunat and drops program

play03:25

which is designed so the program is

play03:29

basically a framework how we are going

play03:30

to uh reward any community members or

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any people who will participate in the

play03:37

development of the platform which can be

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many many angles including technical

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and the end drops as we were say we we

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drop uh ntx certain amounts so we we

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design campaigns where we we design

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amounts of of ntx for certain

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contributions to the platform depending

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on what exactly wins and devices at each

play03:59

moment

play04:01

and the kind of the final well the goal

play04:06

of this program is to have certain

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reputation system it's the beginning of

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reputation system on the platform where

play04:10

we can

play04:12

lock activities of community members or

play04:17

yeah participants participants so

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developers we can lock those activities

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into the NTFS and then based on those

play04:24

activities we can reward people

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participating with the ntx token

play04:29

so that is

play04:31

that is very important yeah for us

play04:33

because what we want we want to attract

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as many interested

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let's say people developers not only

play04:40

developers but contributors

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because

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I mean intelligence is out there we

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cannot we cannot do everything it's not

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that we are smartest people in the room

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or in the world

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not apart from that however smartest

play04:57

people are around and we want to attract

play04:59

we want to attract interested people

play05:01

interested Developers

play05:04

coming to the members influencers

play05:07

yeah well I hope hopefully at this rare

play05:09

Bloom event you did attract a lot of

play05:11

people but let's go over the demo that

play05:14

we have here as well so this looks like

play05:15

a git repository that we're looking at

play05:18

the moment

play05:18

and I'm assuming this is where um a

play05:21

participant can get the code from and

play05:23

start um implementing it

play05:26

is

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all our all our development is is we're

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basing it on gitlab so it's open source

play05:34

and what we're seeing is just our the

play05:37

homeowner project and all the all the

play05:38

code that we are doing with this

play05:40

experimental not experimental release

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Etc is there so and then we have bunch

play05:45

of repositories one of repository is

play05:47

domain Management Service

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and there if a repository has any

play05:52

releases

play05:54

they are available there so every every

play05:56

release of domain Management Service is

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versioned and it's

play06:00

uploaded there so then we will interact

play06:03

with testers in order to send them links

play06:06

or send them notifications as the new

play06:08

releases out so that people could

play06:10

download and install so what we are

play06:12

seeing now

play06:14

can we pause this

play06:16

downloading the package there

play06:18

exactly so we download a person

play06:21

downloads a package

play06:23

currently it's a Debian package so we

play06:25

run it on Linux however we are

play06:30

yeah we are busy we already have a

play06:33

multi-build mult architecture build to

play06:35

to build the Linux packages for

play06:37

different architectures but we're

play06:38

looking forward to build packages for

play06:39

different operating systems so that

play06:41

basically a

play06:42

an operating system a person without any

play06:45

operating system could

play06:47

download and install

play06:49

um device management service

play06:53

so yeah so right now

play06:55

we download we just install the package

play06:57

on the Linux install all the

play06:59

dependencies

play07:01

[Music]

play07:06

[Music]

play07:10

so it's for for Linux users it's just a

play07:13

no-brainer you just install a package

play07:15

yeah it's pretty pretty easy and

play07:16

straightforward for any uh staple

play07:18

operator or anyone that that understands

play07:20

servers and since since this this use

play07:23

case is directed to stay cool operators

play07:27

we know that everybody is working on

play07:28

Linux so that's that's why we built this

play07:30

package first

play07:31

so now once the package is built there

play07:34

is a CLI I mean command

play07:36

exposed to a operating system which

play07:40

basically we have a bunch of options

play07:45

CLI connection to the to the this

play07:49

DMs I mean domain what's that device

play07:52

management services

play07:54

now we have a bunch of a bunch of

play07:56

commands with that which is we can check

play07:58

how much resources available on the

play08:01

computer that the the package is

play08:03

installed so just not available gives

play08:05

you uh list of of how powerful is a

play08:09

computer yeah in a exact numbers meaning

play08:12

that this is a maximum number that a

play08:14

person can contribute to no net however

play08:16

uh

play08:19

compute provider is not this is obliged

play08:22

to give the whole computer or to to sort

play08:24

of provide whole whole computing power

play08:26

of the whole machine yeah

play08:28

we can decide to give half or something

play08:30

like this so then we have yeah and if

play08:34

wallet command known as wallet command

play08:36

means

play08:37

to get current wallet address

play08:40

which is installed

play08:43

on board

play08:46

actually there is a possibility to uh to

play08:49

uh so when a person

play08:52

um on both computer

play08:54

we ask to give a wallet address where

play08:58

the rewards for the compute usage will

play09:01

be sent by no net and since we are

play09:05

blockchain agnostic right now it says on

play09:06

cardano so we asked for the cardana

play09:08

wallet address in order to to have this

play09:11

to connect it to economics API in

play09:14

general since no net is blockchain

play09:16

agnostic we

play09:18

basically

play09:20

depending on how many blockchains will

play09:22

expose through the economics API there

play09:25

will be an option to choose any

play09:26

blockchain and no net should I mean it

play09:28

it will as a platform

play09:31

we'll sort it out and what what it what

play09:34

it enables actually is that different

play09:36

people will connect May sort of connect

play09:39

to different

play09:40

blockchains was a device management

play09:43

services and thenat will settle the

play09:49

payments for it could be that one

play09:51

computational process will require

play09:54

payments to different blockchains so no

play09:56

not this this this this device

play09:58

management service

play10:00

it will handle this under the hood so

play10:02

people yes

play10:06

more easily basically yes so from our

play10:10

perspective we're doing computation and

play10:12

we are using blockchain on newnet

play10:14

platform using blockchains for what is

play10:15

needed because of course so it will be a

play10:17

little bit bigger

play10:19

problem I mean it's not a problem it's a

play10:22

challenge which is soluble when we will

play10:24

because we sign smart contracts and

play10:26

escrow accounts when when computer and

play10:30

algorithm or

play10:32

the one who requests Computing and the

play10:34

one who provides provides compute power

play10:36

they basically enter into contracts yeah

play10:39

and agree on the price yes so when this

play10:42

is multi-chain it will be more

play10:44

challenging to make it yes right but

play10:46

right now it is done on cardano yeah

play10:50

so yes so uh yeah basically people can

play10:53

can

play10:56

generate new wallet or give their own

play10:58

wallet that they're using for for for

play10:59

getting rewards from nunet

play11:02

uh the command on board is exactly that

play11:07

I think yeah the comment on board allows

play11:10

you to indicate how much memory CPU or

play11:14

uh

play11:16

one wants to to sort of provide two no

play11:19

not for use

play11:23

now Nuna channel is an important

play11:26

parameters

play11:29

because the Luna channels means what I

play11:31

mentioned

play11:33

some time ago Is this different

play11:38

it's a kind of virtual private networks

play11:40

on which we'll be running development

play11:41

Network production Network or any any

play11:44

network that we want to test certain

play11:45

features for example so that may be

play11:47

basically it's open-ended list and when

play11:51

we will we will start communicating with

play11:54

the community developers and asking to

play11:56

test certain features which is not yet

play11:59

coming soon

play12:01

based on this on this package

play12:05

we will

play12:06

we will inform

play12:09

or will indicate what kind of network

play12:10

needs to be joined in order to to to

play12:13

sort of fund these things and these

play12:14

networks are basically the isolators

play12:16

from each other they're simply different

play12:18

networks yes so when a person let's say

play12:20

connects to right now we have private

play12:22

Alpha Network on which we were running

play12:24

private Alpha platform version then we

play12:27

have development Network on which we

play12:28

were testing private Alpha development

play12:31

network will just say that it will be

play12:32

just Cutting Edge then we will have

play12:35

public Alpha Network

play12:37

and when people will join to this

play12:39

networks they will see only only those

play12:41

computers with John those networks they

play12:43

will not see anything else and then we

play12:46

come to a next icing command which is

play12:50

it should be no net peers this is an

play12:54

onboarding so this is a command

play12:57

like exact moment that on both computer

play12:59

was I believe

play13:01

yeah probably four gigahertz memory uh

play13:08

CPU is

play13:10

yeah more or less half of what's what's

play13:12

available yeah

play13:13

I believe now it will be name of the of

play13:18

the channel which is development

play13:19

development Network and here is the

play13:23

address so the address was generated new

play13:25

address was a with a command no net

play13:28

wallet new

play13:29

and then you just paste button that

play13:32

looks like an ethereum base yeah

play13:38

and see I believe that c means that we

play13:42

save it into the file

play13:47

so and this is a metadata of the machine

play13:48

which saves someone securely yeah so

play13:51

that all other all the no-net network

play13:53

can basic platform can ask what what are

play13:56

the capabilities of machine and people

play13:57

will be able to change this via this

play13:59

command based on the preferences right

play14:05

now we see

play14:07

that no DMS basically spawns a couple of

play14:11

yeah command it lists all the computers

play14:14

that are connected to the network and

play14:16

that is that is the end of the demo and

play14:18

that demonstrates how we are going to

play14:21

connect

play14:23

yeah peer-to-peer Network to how every

play14:26

machine in the network will know

play14:28

about every other machine so basically

play14:31

the way it works we have the

play14:33

HD which is this is a hash table on each

play14:36

uh device management service so that and

play14:41

since it's so it's it's

play14:43

um

play14:43

synchronized all the time between

play14:45

machines so every machine knows

play14:47

addresses of all the other machines so

play14:51

which what it gives is that we can

play14:53

deploy compute workflows in a

play14:56

decentralized way that every machine

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will know what has a what are the

play15:00

resource availabilities in the network

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and if it gets requests to deploy

play15:04

certain servers it can route this

play15:05

request to the next machine which has

play15:06

these resources so and by that we do not

play15:10

need centralized component in order to

play15:11

deploy resources on unknown

play15:14

very nicely very very nicely done very

play15:17

short very short explanation I think

play15:19

yeah I can spend more time on that yeah

play15:21

I can imagine it will get very detailed

play15:24

and I I know it would have taken quite a

play15:27

lot of engineering to get to this point

play15:28

as it is but it looks uh from my point

play15:31

of view as a SPO a very easy process to

play15:35

start spinning up and providing

play15:36

resources what about the other side of

play15:38

the spectrum of um using the resources

play15:41

so we need to test both ends is that

play15:43

that's correct so right now this is yeah

play15:46

exactly so this is providing resource

play15:48

and for using a resource it's coming

play15:50

okay all right so

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but basically it will also be CLI for

play15:56

this for this um I mean for this use

play15:59

case

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again based on the fact that we are

play16:02

targeting for this use case spos which

play16:05

are technical enough to do that

play16:07

uh but

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also the goal to do this Vice Eli is

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that we will be able to

play16:14

basically we would actually we would

play16:16

like Community developers to pick it up

play16:18

and to develop user interfaces yeah

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which can connect to the domain device

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management service using CLI and do

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everything that people can do with

play16:29

command line and in this way we can

play16:32

maybe have

play16:33

the alternative user interfaces

play16:36

based on what is needed okay

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prefer you you've set the challenge now

play16:42

so now we can see what is possible on

play16:45

the command line level and now we can

play16:47

now build the interfaces what we want as

play16:50

stateful operators to join and interact

play16:53

with the platform yes and not only

play16:55

interferences but also request features

play16:58

that that you would see user for

play17:01

in order to use a product all right

play17:04

brilliant kevir I'm pretty excited about

play17:06

all this I will give it a go myself and

play17:08

see um how it works and I'll give

play17:10

everyone another demo as well so that

play17:12

they can if they're interested they can

play17:14

participate in this ecosystem too

play17:16

it's been a pleasure catching up with

play17:18

you and meeting you in person I know we

play17:20

were quite busy over the weekend with

play17:22

your presentations and everything as

play17:23

well but it's really good to see you

play17:26

meet you and Shake Your Hand it's been a

play17:28

pleasure

play17:29

likewise thanks

play17:31

G I gotta do it like that you've been

play17:34

listening to the learn Cardinal podcast

play17:36

Gotta Get It hype crypto is what we like

play17:39

but this is not investment or financial

play17:42

advice gotta do your research cause it's

play17:44

risky we know it is the show is

play17:46

educational and it's informative

play17:48

crypto's the future really it ain't no

play17:50

debate

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