Forwarded from Paradigm
Biweekly update on @Humanode vol. 9
TL;DR
Hello, human nodes! Following our lovely tradition, we are here to provide you with a recap of projects’ news and updates of the past two weeks! This period was pretty fruitful for the teams and the community,
The long-awaited Humanode testnet — Sachiel — is here and is running smoothly! The participants are able to go through a biometric enrollment process and become human nodes, validate blocks, send transactions, and take part in the $100,000 anti-spoofing bounty program by Humanode partner, FaceTec. As of now, there are about 7K testnet applicants, and >150 participants are interacting with face detection and faucet in testnet. Thank you for your interest, human nodes! Keep in mind that active testnet users will be given priority to become the first generation of human nodes once the mainnet launches in June 2022. So stay in the loop!
Currently, the Humanode teams are operating extremely hard on the major tasks. As part of the development update, they’ve shared what they’ve been working on over the past two weeks.
As for the network development, they fixed runtime crate compilation error, updated testnet documentation on Github and Gitbook. and researched forkless runtime upgrade. The team has also been working on the Humanode desktop app. This week, they implemented running nodes over SSH.
Considering crypto-biometric search and matching and liveness algorithms, the team added training noscript for deepfake detection, added inference noscript and Neural Network architecture for deepfake detection, updated weights for FASNetB based on liveness detection, refactored training code for FASNetA based on liveness detection, and upgraded the liveness detection model weights.
Also, the Humanode team continues a series of interviews with core team members. This week, they interviewed Shannon, media lead at Humanode. Shannon, media lead at Humanode, discusses his story and background, interests and professional experience, shares his vision for Humanode, and talks about the features he likes the most about the project. Read the interview in the Humanode blog!
Other than that, the Humanode Fireside talk took place in their telegram voice chat. The team discussed biometric-based NFTs and the Sachiel testnet. Listen to the recording on the Humanode Podcast, and join the team on Wednesday for the next ‘Human — AI symbiosis with biometrics’ conversation!
Humanode’s latest blog post discusses biometric-based airdrops. Airdrops are great for launching new tokens and bootstrapping network effects. However, this distribution mechanism is not perfect. With the application of cutting-edge liveness detection, validated participants can be proven to be distinct and human. Based on the “one human, one allocation” premise, Humanode will ensure a fair distribution of tokens to everybody eligible for the retroactive airdrop campaign. More details in the blog!
That’s a wrap! See you in two weeks with new impressive milestones reached!
#Humanode https://twitter.com/Paradigm_fund/status/1454064614799466500?s=20
15th October — 29th October
Tests of forkless runtime upgrade and desktop app, An interview with Humanode media lead Shannon, Biometric-based airdrops overview, Biometric-based NFTs discussed, and more!TL;DR
Hello, human nodes! Following our lovely tradition, we are here to provide you with a recap of projects’ news and updates of the past two weeks! This period was pretty fruitful for the teams and the community,
The long-awaited Humanode testnet — Sachiel — is here and is running smoothly! The participants are able to go through a biometric enrollment process and become human nodes, validate blocks, send transactions, and take part in the $100,000 anti-spoofing bounty program by Humanode partner, FaceTec. As of now, there are about 7K testnet applicants, and >150 participants are interacting with face detection and faucet in testnet. Thank you for your interest, human nodes! Keep in mind that active testnet users will be given priority to become the first generation of human nodes once the mainnet launches in June 2022. So stay in the loop!
Currently, the Humanode teams are operating extremely hard on the major tasks. As part of the development update, they’ve shared what they’ve been working on over the past two weeks.
As for the network development, they fixed runtime crate compilation error, updated testnet documentation on Github and Gitbook. and researched forkless runtime upgrade. The team has also been working on the Humanode desktop app. This week, they implemented running nodes over SSH.
Considering crypto-biometric search and matching and liveness algorithms, the team added training noscript for deepfake detection, added inference noscript and Neural Network architecture for deepfake detection, updated weights for FASNetB based on liveness detection, refactored training code for FASNetA based on liveness detection, and upgraded the liveness detection model weights.
Also, the Humanode team continues a series of interviews with core team members. This week, they interviewed Shannon, media lead at Humanode. Shannon, media lead at Humanode, discusses his story and background, interests and professional experience, shares his vision for Humanode, and talks about the features he likes the most about the project. Read the interview in the Humanode blog!
Other than that, the Humanode Fireside talk took place in their telegram voice chat. The team discussed biometric-based NFTs and the Sachiel testnet. Listen to the recording on the Humanode Podcast, and join the team on Wednesday for the next ‘Human — AI symbiosis with biometrics’ conversation!
Humanode’s latest blog post discusses biometric-based airdrops. Airdrops are great for launching new tokens and bootstrapping network effects. However, this distribution mechanism is not perfect. With the application of cutting-edge liveness detection, validated participants can be proven to be distinct and human. Based on the “one human, one allocation” premise, Humanode will ensure a fair distribution of tokens to everybody eligible for the retroactive airdrop campaign. More details in the blog!
That’s a wrap! See you in two weeks with new impressive milestones reached!
#Humanode https://twitter.com/Paradigm_fund/status/1454064614799466500?s=20
Twitter
Paradigm
Biweekly update on @humanode_io vol.9 • Tests of forkless runtime upgrade and desktop app • An interview with #Humanode media lead @s9higgins • #Biometric-based #airdrops overview • Biometric-based #NFTs discussed • And more! medium.com/paradigm-fund/…
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🔥 HUMANODE FIRESIDE: HUMAN - AI SYMBIOSIS WITH BIOMETRICS
Dear Friends and Human nodes,
We look forward to seeing you on Wednesday in our telegram voice chat! We will be discussing human - AI symbiosis with biometrics and everything related.
As usual, there will be a live talk between the team members first, and then a conversation with the community.
P.S. For those who missed previous discussions, recordings are up on our Podcast and YouTube channel.
Dear Friends and Human nodes,
We look forward to seeing you on Wednesday in our telegram voice chat! We will be discussing human - AI symbiosis with biometrics and everything related.
As usual, there will be a live talk between the team members first, and then a conversation with the community.
When?
Wednesday, November 3rd, 2021, 16:00 UTCWhere?
Humanode telegram group: https://news.1rj.ru/str/humanodesP.S. For those who missed previous discussions, recordings are up on our Podcast and YouTube channel.
🔺[Humanode Special Interview Series] 🔺
Hardik, cryptography researcher at Humanode, discusses his story and background, dreams and aspirations, shares his vision for Humanode bio-authentication system, and talks about the features he likes the most about the project.
https://blog.humanode.io/humanode-special-interview-hardik-humanode-cryptographic-researcher/
Hardik, cryptography researcher at Humanode, discusses his story and background, dreams and aspirations, shares his vision for Humanode bio-authentication system, and talks about the features he likes the most about the project.
https://blog.humanode.io/humanode-special-interview-hardik-humanode-cryptographic-researcher/
Humanode
[Humanode Special Interview Series]: Hardik, cryptography researcher at Humanode
Hi Hardik, tell us a little about yourself. Where are you from, and what is your
history?
Okay. So, I am from this city, called Surat, and it is in Gujarat, India. It’s
on the west side of India. I mostly did my earlier schooling in that same city,
history?
Okay. So, I am from this city, called Surat, and it is in Gujarat, India. It’s
on the west side of India. I mostly did my earlier schooling in that same city,
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🔥 Humanode Fireside is starting in an hour! ⏰
This time we will be discussing human - AI symbiosis with biometrics.
As always, we will be open for questions, suggestions, your thoughts, and would like to hear from all of you!
See you in our Telegram voice chat at 16:00 UTC 👉
http://t.me/humanodes
This time we will be discussing human - AI symbiosis with biometrics.
As always, we will be open for questions, suggestions, your thoughts, and would like to hear from all of you!
See you in our Telegram voice chat at 16:00 UTC 👉
http://t.me/humanodes
Since web3 social networks are built on an open codebase, developers can construct social graphs that create reputations. When integrated with a proof-of-person protocol like Humanode, this can prevent Sybil attacks on the network.
https://blog.humanode.io/biometric-based-social-networks/
https://blog.humanode.io/biometric-based-social-networks/
Humanode
Biometric-based Social Networks
Since web3 social networks are built on an open codebase, developers can construct social graphs that create reputations. When integrated with a proof-of-person protocol like Humanode, this can prevent Sybil attacks on the network.
In case you missed yesterday's Fireside chat about Human - AI symbiosis with biometrics, here's the recording: 🎧 https://anchor.fm/humanode/episodes/22---Humanode-Fireside-Human---AI-symbiosis-with-biometrics-e19occ1
Spotify for Podcasters
22 - Humanode Fireside: Human - AI symbiosis with biometrics by Humanode Podcast
This is the recording of the Fireside talk which took place in Humanode telegram voice chat on 3rd of November, 2021.
Humanode: Website | Blog | Forum | LinkedIn | Reddit | Telegram | YouTube
Humanode: Website | Blog | Forum | LinkedIn | Reddit | Telegram | YouTube
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Have a good day, Humanode community!
We are running nodes through Humanode desktop app on Mac, Linux and Windows internally.
Minor fixes and a fancier UI - all that's left. We'll be ready to reach 1 000 nodes and become the biggest Substrate blockchain. Behold.
We are running nodes through Humanode desktop app on Mac, Linux and Windows internally.
Minor fixes and a fancier UI - all that's left. We'll be ready to reach 1 000 nodes and become the biggest Substrate blockchain. Behold.
Forwarded from Dato
Latest Dev Update
Humanode Network
🔺Switched to Rust 2021 edition
🔺Switched robonode server to sc-tracing (instance of a tracing span) from the Substrate fork
🔺Fixed Substrate references
🔺Added more precise package references for Substrate fork crate utilities
🔺Integrated utilities to easier manage the crates coming from the Substrate fork
🔺Cleaned up bioauthentication flow RPC
🔺Re-added unit tests at bioauthentication consensus
🔺Added weights definition for bioauthentication pallet
🔺Applied forkless runtime upgrade to testnet
🔺Received 7000+ testnet applications
🔺150+ participants already interacting with face detection and faucet in testnet
🔺Updated testnet documentation on Github and Gitbook
Humanode Desktop App
🔺Implemented WSL system and distro installation flow
🔺Added WSL functions, helper texts and Linux SVGs
🔺Added MaterialUI icons
🔺Added accordion for advanced SSH options
🔺Enabled multiple SSH authentication modes + fallbacks
🔺Used a tunnel provider
🔺Launched multiple nodes with the app internally
Crypto-Biometric Search And Matching And Liveness Algorithms
🔺Refactored code about facial deepfake detection, feature extraction, eye blink detection and expression recognition
🔺Included checks of head pose and face region for passive liveness detection
🔺Added a class to FASNetB model (liveness detection) and retrained it
🔺Added MobileNetV3 for deepfake detection
🔺Added test noscript and trained weights (Xception, ResNet-18)
🔺Added data preparation noscript and fixed a bug in the training code
Humanode Network
🔺Switched to Rust 2021 edition
🔺Switched robonode server to sc-tracing (instance of a tracing span) from the Substrate fork
🔺Fixed Substrate references
🔺Added more precise package references for Substrate fork crate utilities
🔺Integrated utilities to easier manage the crates coming from the Substrate fork
🔺Cleaned up bioauthentication flow RPC
🔺Re-added unit tests at bioauthentication consensus
🔺Added weights definition for bioauthentication pallet
🔺Applied forkless runtime upgrade to testnet
🔺Received 7000+ testnet applications
🔺150+ participants already interacting with face detection and faucet in testnet
🔺Updated testnet documentation on Github and Gitbook
Humanode Desktop App
🔺Implemented WSL system and distro installation flow
🔺Added WSL functions, helper texts and Linux SVGs
🔺Added MaterialUI icons
🔺Added accordion for advanced SSH options
🔺Enabled multiple SSH authentication modes + fallbacks
🔺Used a tunnel provider
🔺Launched multiple nodes with the app internally
Crypto-Biometric Search And Matching And Liveness Algorithms
🔺Refactored code about facial deepfake detection, feature extraction, eye blink detection and expression recognition
🔺Included checks of head pose and face region for passive liveness detection
🔺Added a class to FASNetB model (liveness detection) and retrained it
🔺Added MobileNetV3 for deepfake detection
🔺Added test noscript and trained weights (Xception, ResNet-18)
🔺Added data preparation noscript and fixed a bug in the training code
Forwarded from Paradigm
Biweekly update on @Humanode vol. 10
TL;DR
Greetings human nodes! As we head into November, let’s take a look at where the Humanode project is at with development updates, events, interviews, and new sci-fi fireside discussions.
As you know, the long-awaited Humanode testnet — Sachiel — is here and is running smoothly! The participants are able to go through a biometric enrollment process and become human nodes, validate blocks, and send transactions. As of now there are about 7K testnet applicants, and >150 participants are interacting with face detection and faucet in testnet. Thank you for your interest, human nodes! Keep in mind that active testnet users will be given priority to become the first generation of human nodes once the mainnet launches in June 2022. So stay tuned!
Currently, the Humanode teams are operating extremely hard on the major tasks. As part of the development update, they’ve shared what they’ve been working on over the past two weeks.
As for the network development, they switched to Rust 2021 edition, as well as switched robonode server to sc-tracing from the Substrate fork, added more precise package references for Substrate fork crate utilities, integrated utilities to easier manage the crates coming from the Substrate fork, cleaned up bioauthentication flow RPC, re-added unit tests at bioauthentication consensus, added weights definition for bioauthentication pallet, and applied forkless runtime upgrade to testnet.
The Humanode team continues their work on the desktop application. These weeks, they implemented WSL system and distro installation flow, added WSL functions, helper texts and Linux SVGs, MaterialUI icons, and accordion for advanced SSH options. Also, they enabled multiple SSH authentication modes + fallbacks, used a tunnel provider, and launched multiple nodes with the app internally.
Considering crypto-biometric search and matching and liveness algorithms, the team refactored code about facial deepfake detection, feature extraction, eye blink detection and expression recognition, and included checks of head pose and face region for passive liveness detection. They also added a class to FASNetB model (liveness detection) and retrained it, added MobileNetV3 for deepfake detection, added test noscript and trained weights (Xception, ResNet-18), and added data preparation noscript and fixed a bug in the training code. Minor fixes and a fancier UI — all that’s left. Humanode will be ready to reach 1000 nodes and become the biggest Substrate blockchain.
Also, the Humanode team continues a series of interviews with core team members. This week, they interviewed Hardick, cryptography researcher at Humanode. Hardik discusses his story and background, dreams and aspirations, shares his vision for Humanode bio-authentication system, and talks about the features he likes the most about the project. Read the interview in the Humanode blog!
Other than that, the Humanode Fireside talk took place in their telegram voice chat. The team discussed human — AI symbiosis with biometrics. Listen to the recording on the Humanode Podcast, and join the team on Wednesday for the next ‘Human — AI symbiosis with biometrics’ conversation!
Humanode’s latest blog post discusses biometric-based social networks. Since Web3 social networks are built on an open codebase, developers can construct social graphs that create reputations. When integrated with a Proof-of-Person protocol like Humanode, this can prevent Sybil attacks on the network. More details in the blog!
Good news is, this week the Humanode team welcomed two new members — a front-end developer and a UI designer. Now the truly distributed team consists of members from 12 countries.
Humanode’s push toward decentralization continues. See you in two weeks!
#Humanode https://twitter.com/Paradigm_fund/status/1459187424953835522?s=20
29th October — 12th NovemberForkless Runtime upgrade on the testnet, An interview with Humanode cryptography researcher Hardik, Biometric-based social networks overview, human + AI symbiosis with biometrics discussed, and more!
TL;DR
Greetings human nodes! As we head into November, let’s take a look at where the Humanode project is at with development updates, events, interviews, and new sci-fi fireside discussions.
As you know, the long-awaited Humanode testnet — Sachiel — is here and is running smoothly! The participants are able to go through a biometric enrollment process and become human nodes, validate blocks, and send transactions. As of now there are about 7K testnet applicants, and >150 participants are interacting with face detection and faucet in testnet. Thank you for your interest, human nodes! Keep in mind that active testnet users will be given priority to become the first generation of human nodes once the mainnet launches in June 2022. So stay tuned!
Currently, the Humanode teams are operating extremely hard on the major tasks. As part of the development update, they’ve shared what they’ve been working on over the past two weeks.
As for the network development, they switched to Rust 2021 edition, as well as switched robonode server to sc-tracing from the Substrate fork, added more precise package references for Substrate fork crate utilities, integrated utilities to easier manage the crates coming from the Substrate fork, cleaned up bioauthentication flow RPC, re-added unit tests at bioauthentication consensus, added weights definition for bioauthentication pallet, and applied forkless runtime upgrade to testnet.
The Humanode team continues their work on the desktop application. These weeks, they implemented WSL system and distro installation flow, added WSL functions, helper texts and Linux SVGs, MaterialUI icons, and accordion for advanced SSH options. Also, they enabled multiple SSH authentication modes + fallbacks, used a tunnel provider, and launched multiple nodes with the app internally.
Considering crypto-biometric search and matching and liveness algorithms, the team refactored code about facial deepfake detection, feature extraction, eye blink detection and expression recognition, and included checks of head pose and face region for passive liveness detection. They also added a class to FASNetB model (liveness detection) and retrained it, added MobileNetV3 for deepfake detection, added test noscript and trained weights (Xception, ResNet-18), and added data preparation noscript and fixed a bug in the training code. Minor fixes and a fancier UI — all that’s left. Humanode will be ready to reach 1000 nodes and become the biggest Substrate blockchain.
Also, the Humanode team continues a series of interviews with core team members. This week, they interviewed Hardick, cryptography researcher at Humanode. Hardik discusses his story and background, dreams and aspirations, shares his vision for Humanode bio-authentication system, and talks about the features he likes the most about the project. Read the interview in the Humanode blog!
Other than that, the Humanode Fireside talk took place in their telegram voice chat. The team discussed human — AI symbiosis with biometrics. Listen to the recording on the Humanode Podcast, and join the team on Wednesday for the next ‘Human — AI symbiosis with biometrics’ conversation!
Humanode’s latest blog post discusses biometric-based social networks. Since Web3 social networks are built on an open codebase, developers can construct social graphs that create reputations. When integrated with a Proof-of-Person protocol like Humanode, this can prevent Sybil attacks on the network. More details in the blog!
Good news is, this week the Humanode team welcomed two new members — a front-end developer and a UI designer. Now the truly distributed team consists of members from 12 countries.
Humanode’s push toward decentralization continues. See you in two weeks!
#Humanode https://twitter.com/Paradigm_fund/status/1459187424953835522?s=20
Twitter
Paradigm
Biweekly update on @humanode_io vol.10 • Forkless Runtime upgrade on the testnet • An interview with #Humanode cryptography researcher @Hardik__Gajera • Biometric-based #socialnetworks overview • Human + #AI symbiosis with #biometrics discussed medium.com/paradigm…
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🔥 HUMANODE FIRESIDE: ROAD TO MAINNET AND WHAT SHALL WE BUILD
Dear Friends and Human nodes,
We look forward to seeing you on Wednesday in our telegram voice chat! We will be discussing our road to mainnet and everything related.
As usual, there will be a live talk between the team members first, and then a conversation with the community.
P.S. For those who missed previous discussions, recordings are up on our Podcast and YouTube channel.
Dear Friends and Human nodes,
We look forward to seeing you on Wednesday in our telegram voice chat! We will be discussing our road to mainnet and everything related.
As usual, there will be a live talk between the team members first, and then a conversation with the community.
When?
Wednesday, November 17th, 2021, 16:00 UTCWhere?
Humanode telegram group: https://news.1rj.ru/str/humanodesP.S. For those who missed previous discussions, recordings are up on our Podcast and YouTube channel.
When a network lacks any third-party intermediaries to verify identities, anyone with enough resources can attack and take control of the network. This is where Humanode can provide network integrity with Biometric-based Validators.
https://blog.humanode.io/biometric-based-validators/
https://blog.humanode.io/biometric-based-validators/
Humanode
Biometric-based Validators
When a network lacks any third-party intermediaries to verify identities, anyone with enough resources can attack and take control of the network. This is where Humanode can provide network integrity with Biometric-based Validators.
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🔥 Humanode Fireside is starting in an hour! ⏰
This time we will be discussing Humanode road to mainnet.
As always, we will be open for questions, suggestions, your thoughts, and would like to hear from all of you!
See you in our Telegram voice chat at 16:00 UTC 👉
http://t.me/humanodes
This time we will be discussing Humanode road to mainnet.
As always, we will be open for questions, suggestions, your thoughts, and would like to hear from all of you!
See you in our Telegram voice chat at 16:00 UTC 👉
http://t.me/humanodes
Wen mainnet? In case you missed yesterday's Fireside chat about 𝗛𝘂𝗺𝗮𝗻𝗼𝗱𝗲 𝗿𝗼𝗮𝗱 𝘁𝗼 𝗺𝗮𝗶𝗻𝗻𝗲𝘁, here's the recording: https://anchor.fm/humanode/episodes/23---Humanode-Fireside-Humanode-road-to-mainnet-e1aetj5
Anchor
23 - Humanode Fireside: Humanode road to mainnet by Humanode Podcast
This is the recording of the Fireside talk which took place in Humanode telegram voice chat on 17th of November, 2021.
Humanode: Website | Blog | Forum | LinkedIn | Reddit | Telegram | YouTube
Humanode: Website | Blog | Forum | LinkedIn | Reddit | Telegram | YouTube
🔺[Humanode Special Interview Series] 🔺
Vlad, designer at Humanode, discusses his background story, dreams and aspirations, and what gets him excited about design in the crypto-biometrics space.
https://blog.humanode.io/humanode-special-interview-series-vlad/
Vlad, designer at Humanode, discusses his background story, dreams and aspirations, and what gets him excited about design in the crypto-biometrics space.
https://blog.humanode.io/humanode-special-interview-series-vlad/
Humanode
[Humanode Special Interview Series]: Vlad, designer at Humanode
Vlad, designer at Humanode, discusses his background story, dreams and aspirations, and what gets him excited about design in the crypto-biometrics space.
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Announcing Humanode Testnet V2 — Shamshel
Today we’re pleased to announce that Testnet V2 “Shamshel” and Humanode Desktop App will be released on 8th of December 2021. Details.
The Testnet V2 will have features such as:
• Forkless runtime upgrade
• Cutting-edge proof-of-human-existence protocol
• Aura consensus
• Able to support thousands of human nodes at any given time
• User friendly UI to launch a human node locally or in the cloud
Participants will be able to become human nodes through a biometric enrollment process, validate blocks, send transactions, and participate in FaceTec's $100,000 anti-spoofing bounty programme.
All the applications for the V1 will be transfered to V2. Thank you once again for your patience.
Shamshel will support Linux, MacOS, and Windows, in combination with iOS and Android, and the hardware requirements to join the testnet will not be high.
Register here.
Today we’re pleased to announce that Testnet V2 “Shamshel” and Humanode Desktop App will be released on 8th of December 2021. Details.
The Testnet V2 will have features such as:
• Forkless runtime upgrade
• Cutting-edge proof-of-human-existence protocol
• Aura consensus
• Able to support thousands of human nodes at any given time
• User friendly UI to launch a human node locally or in the cloud
Participants will be able to become human nodes through a biometric enrollment process, validate blocks, send transactions, and participate in FaceTec's $100,000 anti-spoofing bounty programme.
All the applications for the V1 will be transfered to V2. Thank you once again for your patience.
Shamshel will support Linux, MacOS, and Windows, in combination with iOS and Android, and the hardware requirements to join the testnet will not be high.
Register here.
Much has happened since the launch of Humanode Testnet V1 “Sachiel”. Overall it was a success with:
• 7000+ testnet applications;
• 150+ participants interacted with liveness detection and faucet;
• Up to 100+ nodes connected at the same time for two months.
At first we thought that we were going to just update the existing testnet but so many changes have been made that we decided to push for V2.
As we are transitioning to the new testnet we are going to wipe the chain clean. For those who participated in “Sachiel” - don’t be worried your effort will be snapshotted, remembered and, hopefully, appropriately rewarded. For those who lost their mnemonics - you will be able to authorize anew.
All the applications for the V1 will be transfered to V2.
Thank you once again for your patience.
• 7000+ testnet applications;
• 150+ participants interacted with liveness detection and faucet;
• Up to 100+ nodes connected at the same time for two months.
At first we thought that we were going to just update the existing testnet but so many changes have been made that we decided to push for V2.
As we are transitioning to the new testnet we are going to wipe the chain clean. For those who participated in “Sachiel” - don’t be worried your effort will be snapshotted, remembered and, hopefully, appropriately rewarded. For those who lost their mnemonics - you will be able to authorize anew.
All the applications for the V1 will be transfered to V2.
Thank you once again for your patience.
Hey, human nodes! Choose your favourite discussion topic for our next fireside 🔥
Anonymous Poll
12%
Fath. How to calculate real value creation
6%
Active / passive liveness detection
9%
Biometric modalities and their limitations
10%
How to make a properly decentralized network
14%
Private decentralized biometric identities
8%
Consensus agnosticism
3%
Search and matching. An overview
6%
Transparency vs Privacy of identity
20%
Biometric data markets
12%
How Humanode empowers DAOs