Panoramic Guide to the Crypto AI Track: AI Business Classification and Noteworthy Projects

Author: Shenchao TechFlow

Crypto X AI is the main thread running through this year’s encryption market.

With the continuous breakthroughs in AI progress in the technology circle, a large number of projects related to AI concepts have rapidly emerged in the encryption circle. While one project after another has achieved astonishing growth, you may easily get lost in the vast sea of ​​projects:

There are so many AI projects, what are they? what for? What type of track does it belong to? How should we analyze the value of these projects?

AI is just a two-letter abbreviation, but the business scope it can cover when combined with blockchain is far from as simple as letters.

Therefore, understanding the business panorama and segmentation types of Crypto X AI will help us quickly identify whether a project has narrative value and the value it contains. size.

In this issue, we try to classify and sort out the business formed by the combination of Crypto and AI, and give noteworthy companies and projects in different categories, in order to Provide a reference route map for everyone to capture value in the AI ​​wave.

Basic logic of Crypto X AI

The first thing that needs to be made clear is that AI is essentially a form of productivity. If you want to exert this kind of productivity, you still cannot do without three basic elements:

Computing power, algorithm (model) and data.

As for Crypto or area Blockchain is more of a production relationship that promotes the development of AI by providing a better environment.

Then this environment can How does it affect the above three AI elements? Different answers took the encryption project in different directions:

• OptimizationCalculation Power:Provide decentralized and efficient computing resources, reduce the risk of single points of failure, and improve overall computing efficiency.

• Optimization algorithms:Promote open source, sharing and innovation of algorithms or models.

• Optimize data:Decentralized storage and contribution of data , usage and safety management

And around the optimization of these three points, we can The entire AI track is roughly divided into the following 6 directions (due to the mutual influence of computing power, algorithms and data, ✓ in the table represents the main optimization points, which does not mean that only one point is optimized):

The following will introduce the business content of each direction one by one, as well as the representative companies and projects among them.

Decentralized computing and artificial intelligence reasoning platform

Decentralized computing and AI reasoning The platform refers to a distributed computing network established using blockchain technology. Through this platform, idle computing resources can be shared and utilized globally to perform training and inference tasks of AI models.

This kind of platform not only improves computing efficiency but also reduces the risk of single points of failure by distributing computing tasks to multiple nodes in the network.

Under this framework, computing power has become the core element to be optimized, because the decentralized computing platform directly provides broader and more economical computing resources.

Typical projects related to this category are:

Ritual

< p style="text-align: left;">Aims to create an incentive network to power distributed computing devices and also serve machine learning-related inference workloads. Users can build and host ML models, deploying them to Infernet nodes in Ritual.

On November 8, 2023, Ritual completed a $25 million Series A financing, led by Archetype, with participation from Accomplice and Robot Ventures.

Official website: https://ritual.net/

Twitter: https:/// /twitter.com/ritualnet

Akash Network

Distributed peer-to-peer for cloud computing Marketplace, provides a secure platform where users can send data to each other and develop.

Through its integration with Cosmos, Akash Network benefits from the interoperability and scalability of the larger network, enabling seamless integration with other blockchain platforms Communications, giving developers and organizations access to affordable, distributed cloud computing resources.

Official website: https://akash.network/

Twitter: https://akash.network/ /twitter.com/akashnet_

Render Network

Well-known decentralized GPU rendering solution Solution provider designed to connect users who want to perform rendering jobs with those who have a spare GPU to handle rendering. Owners can connect their GPUs to the rendering network, receive and complete rendering jobs, and RNDR rewards are sent to the individuals performing the rendering jobs.

Official website: https://rendertoken.com/

Twitter: https:/ /twitter.com/rendertoken

Bittensor

An open source protocol whose token TAO has repeatedly Breaking new highs.

In the Bittensor network, the cryptocurrency incentive mechanism is used to encourage network participants to share their computing resources, data and AI models, so that global machine learning models and Algorithms can learn and improve from each other.

Recommended reading: "Interpretation of bittensor (TAO): Ambitious AI Lego, making algorithms composable"

Official website: https://bittensor.com/

Twitter: https://twitter.com/bittensor_

io.net

A decentralized computing network that supports development and execution on the Solana blockchain and expand ML (machine learning) applications, leveraging the world's largest GPU clusters to allow machine learning engineers to access distributed cloud service computing power at a fraction of the cost of centralized services.

Official website: https://io.net/

Twitter: https:/// /twitter.com/ionet_official

Hyperbolic

Aims to create a world where everyone can participate A computing power platform where people can share and access computing resources.

Official website: https://www.hyperbolic.xyz/

Twitter: https ://twitter.com/hyperbolic_labs

Gensyn

Gensyn's philosophy is through a global Super clusters connect the computing power of idle computing devices with machine learning capabilities around the world (such as consumer-grade GPUs, custom ASICs, and SoC devices capable of training neural networks), thereby greatly increasing the available computing power for machine learning .

On June 11, 2023, Gensyn completed a US$43 million Series A financing, led by a16z, CoinFund, Canonical Crypto, Protocol Labs, Jsquare, Eden Block and other angel investors.

Official website: https://www.gensyn.ai/

Twitter: https ://twitter.com/gensynai

Prime Intellect

Prime Intellect is a computing and intelligent commoditization of a decentralized artificial intelligence platform that provides developers with more affordable distributed computing and a sustainable business model of open source models.

Official website: https://www.primeintellect.ai/

Twitter: https ://twitter.com/PrimeIntellect

Inference Labs

Inference Labs is artificial intelligence Trustless execution layer, focusing on interoperable artificial intelligence reasoning on the blockchain. The project sees this as an important step towards building artificial intelligence that anyone can access without counterparty risk.

Official website: https://inferencelabs.com/

Twitter: https:/// /twitter.com/inference_labs

Nosana

A decentralized GPU grid, Developed and customized specifically for artificial intelligence inference workloads.

Cost is up to 85% lower than traditional public clouds, providing new solutions for organizations and individuals looking for massive computing power without breaking the bank. Users have direct access to GPU nodes that can scale computing needs as needed, and consumers, miners, and enterprises can monetize idle hardware by becoming Nosana nodes.

Official website: https://nosana.io/

Twitter: https:/// /twitter.com/nosana_ci

Lilypad

Lilypad is a verifiable, trustless and A decentralized computing network designed to promote mainstream adoption of web3 applications. By extending unrestricted access to global computing power, Lilypad strategically partners with decentralized infrastructure networks like Filecoin to develop a transparent, efficient, and accessible computing ecosystem.

Official website: https://lilypad.tech/

Twitter: https://lilypad.tech/ /twitter.com/Lilypad_Tech

Prodia

Prodia is an artificial intelligence reasoning API. The vision is to make artificial intelligence accessible to everyone, providing a fast and easy-to-use API for image generation.

Official website: https://prodia.com/

Twitter: https://prodia.com/ /twitter.com/prodialabs

Hyperspace

Hyperspace is a new type of supercomputer composed entirely of Browser-based blockchain provides support.

Official website: https://www.hyperspace.computer/

Twitter: https ://twitter.com/HyperspaceAI

Vanna Labs

Vanna is a support run chain AI/ML inference and EVM-compatible blockchain network. Vanna also supports native, zkML-secure inference, computing, securing and validating directly on-chain; designed in a seamless way, leveraging AI/ML in dApps is as easy as a simple function call.

Twitter: https://twitter.com/0xVannaLabs

Official website: https: //www.vannalabs.ai/

Arbius

Arbius is a tool for machine learning decentralized open source network. Using GPU computing power to generate new coins provides model creators a way to earn income by participating in the network.

Official website: https://arbius.ai/

Twitter: https://arbius.ai/ /twitter.com/arbius_ai

CUDOS

CUDOS combines cloud and blockchain , supporting enterprises in areas such as artificial intelligence, metaverse, HPC, Web3 nodes and startups to help them unlock new possibilities in the digital realm.

Currently, Cudos has established its own L1, aiming to provide high-performance, trustless, and permissionless decentralized cloud computing for everyone. The Cudos network runs on a Delegated Proof of Stake (DPoS) consensus model, with validators checking transactions and providing computing cycles for DAPPs.

Official website: https://www.cudos.org/

Twitter: https ://twitter.com/CUDOS_

Flux

A decentralized cloud computing platform , helping build decentralized applications with greater flexibility, scalability, and censorship resistance. It also provides computing resources for AI reasoning and operation.

Any hardened dockerized application can run on Flux's fully decentralized computing network. Flux services provide a fully decentralized alternative to other service providers while maintaining competitive prices.

Official website: https://runonflux.io/

Twitter: https://runonflux.io/ /twitter.com/RunOnFlux

AIOZ Network

AIOZ Network is a comprehensive infrastructure Solutions for web3 storage, decentralized artificial intelligence computing, live streaming and video on demand (VOD).

Official website: https://aioz.network/

Twitter: https:/// /twitter.com/AIOZNetwork

Aethir

Aethir is a cloud computing infrastructure platform. Revolutionizes the ownership, allocation and usage model of enterprise graphics processing units (GPUs). By moving away from the traditional centralized model, Aethir deploys a scalable and competitive framework for sharing distributed computing resources to meet the needs of enterprise applications and customers across different industries and geographies.

Official website: https://www.aethir.com/

Twitter: https ://twitter.com/AethirCloud

Fulence

Fluence is a blockchain-based Economics-driven decentralized serverless platform and computing marketplace.

Using Fluence, developers can build and deploy applications to a network of compute providers, Providers can range from professional data centers to home computers. Providers compete on price and performance and receive compensation and incentives.

Official website: https://fluence.network/

Twitter: https:/ /twitter.com/fluence_project

iExec

iExec Network connects cloud resource sellers with cloud resources Buyers connect to encourage an ecosystem of decentralized, autonomous, privacy-preserving applications. The network is designed to provide companies with scalable, secure and easy access to the services, data sets and computing resources they need.

Official website: https://iex.ec/developers/

Twitter: https ://twitter.com/iEx_ec

NetMind.AI

NetMind.AI provides two Products: NetMind.Power (a distributed computing platform) and NetMind.Chat (a customizable chatbot for personal and business use).

Among them, NetMind.Power can provide massive computing resources to solve complex problems in artificial intelligence, data science and other fields. With NetMind.Power, individuals and businesses can easily access powerful computing resources to easily train or execute complex artificial intelligence models.

Official website: https://netmind.ai/home

Twitter: https: //twitter.com/NetmindAi

OpSec

As a decentralized physical infrastructure network Provider, OpSec leverages state-of-the-art artificial intelligence technology to build, maintain and operate blockchain infrastructure, ensuring the security and privacy of blockchain applications.

OpSec leverages artificial intelligence to augment the power of cloud computing to provide a scalable, flexible and cost-effective platform for blockchain applications.

Official website: https://opsec.software/

Twitter: https:/// /twitter.com/OpSecCloud

AI data and model sources

Mainly focused on passing Manage and verify the source of data and AI models in a centralized manner.

Specifically, this classification emphasizes ensuring the authenticity, transparency and traceability of data, as well as the fairness and fairness of model training during the AI ​​development process. Verifiability. Under this framework, data becomes a key element for optimization, because high-quality, credible data is the prerequisite for training effective AI models.

The role of blockchain is to record the source information of data and models through an untamperable distributed ledger, providing a transparent and secure environment. Allow data providers, model developers and users to verify the authenticity and integrity of data and models.

In addition, through smart contracts, the blockchain can also automatically execute the license agreement for data use and model training, ensuring that the use of data complies with the wishes of the original owner. At the same time, it promotes the legal sharing and utilization of data.

Typical projects related to this category are:

Rainfall

< p style="text-align: left;">A privacy-preserving intelligent platform that uses Edge-AI and Web3 technologies to release economic value from user data while protecting data privacy and reshaping data monetization.

At the same time, the project also generates real-time social intelligence from millions of data events as they occur. Provide data reference for companies, organizations and governments to better serve customers.

Official website: https://rainfall.one/

Twitter: https:/// /twitter.com/rainfall_one

Numbers

Numbers is an open and decentralized Network, ensuring that all digital media created by humans and artificial intelligence has an exact source of data. It protects the provenance of digital media through a decentralized ecosystem and blockchain technology, similar to version control systems such as Git.

Official website: https://www.numbersprotocol.io/

Twitter: https ://twitter.com/numbersprotocol

Grass

Wynd Network's flagship product and Provides a set of applications that perform data contribution operations in the background of a mobile phone or computer, enabling artificial intelligence laboratories to obtain network data directly from the Internet to train their artificial intelligence models, and can directly provide them with data sets.

Official website: https://www.getgrass.io/

Twitter: https ://twitter.com/getgrass_io

Koii Network

Distributed cloud computing platform, Anyone with a computer can become a node and earn passive income on Koli. Training models with community-supported data is better for everyone and cheaper to maintain.

Therefore, the tools provided by Koii also support federated learning, training data access and crowdsourcing GPUs.

Official website: https://www.koii.network/

Twitter: https ://twitter.com/KoiiNetwork

Flock

A decentralized machine on an integrated chain A unique platform for learning that provides safe and efficient solutions for fine-tuning and inference of artificial intelligence models.

There is an artificial intelligence co-creation platform in Flock, and the system rewards individuals who provide and verify data. It utilizes the transparent and secure structure of blockchain to track the usage and validity of data to determine rewards.

Official website: https://www.flock.io/

Twitter: https ://twitter.com/flock_io

Hyperspace

The project is dedicated to building a A world of millions of community-scale language models, freely available to billions of people every day.

Official website: https://www.hyperspace.computer/

Twitter: https ://twitter.com/HyperspaceAI

Ocean protocol

An AI and the new data economy Privacy protection and data sharing agreement in . Enables people to buy and sell private data while preserving privacy, for data sharing in scientific or technical settings.

Official website: https://oceanprotocol.com/

Twitter: https:/ /twitter.com/oceanprotocol

Syntropy

Syntropy data layer protocol is provided and accessed Created with blockchain data, anyone can become a provider of the Web3 data open market. Token holders decide which providers are reliable and therefore worthy of rewards based on the quality of data they provide, as well as their overall performance.

Official website: https://www.syntropynet.com/

Twitter: https ://twitter.com/Syntropynet

Token-incentivized artificial intelligence applications

Utilization Cryptocurrency tokens serve as an incentive mechanism to encourage users, developers and other participants to participate in and contribute to AI projects and platforms.

To stimulate active participation of the community through token rewards, including providing data, developing algorithms, providing computing resources, or training and optimizing AI models. Tokens not only serve as a reward mechanism, but can also serve as a transaction medium within the platform, used to purchase data, computing power or professional AI services.

In this model, algorithms and models become the core elements to be optimized. Through the joint efforts and resource integration of the community, the development and iteration of AI algorithms can be accelerated, while the quality and adaptability of AI models can be improved. In addition, token incentives also promote the collection and sharing of data, as participants can receive token rewards for providing high-quality data, thereby indirectly optimizing the data element.

Typical projects related to this category are:

MyShell

< p style="text-align: left;">MyShell is a platform for creating voice chatbots based on Web3 and AI. Users can select their favorite character at any time to start voice chat immediately and quickly improve their language skills by discussing topics of interest.

Official website: https://myshell.ai/

Twitter: https:/// /twitter.com/myshell_ai

ImgnAI

An artificial intelligence application for consumers , offering similar model quality and user experience to text-to-image products like Midjourney, where users can create stunning works of art with simple text commands. Its user growth and revenue drive the value accumulation of $imgnAI tokens through purchase and burn mechanisms. This enables token holders to benefit from the growth of imgnAI’s product suite.

Official website: https://imgnai.com/

Twitter: https://imgnai.com/ /twitter.com/imgn_ai

MyPeach

MyPeach is a companion powered by an AI engine App, users can customize their partner's attributes such as race, hair color, hair length, eye color, body shape, and finally users can have conversations with their customized partners, just like in the real world.

Official website: https://www.mypeach.ai/

Twitter: https ://twitter.com/mypeachai

Artificial Liquid Intelligence

A decentralized protocol , for creating intelligent avatars that use AI to interact with people. The platform has spawned a new NFT standard called intelligent NFTs (iNFTs), which can create NFTs embedded with AI animation, speech synthesis, and generative AI capabilities.

As early as August 2021, the project received $16 million in financing from Multicoin.

Official website: https://www.aiprotocol.info/

Twitter: https ://twitter.com/real_alethea

IQ.wiki

IQ.wiki tries to create An AI assistant with blockchain knowledge, becoming the Wikipedia of the crypto world. Users can get answers to all crypto- and blockchain-related projects, knowledge, and tokens by asking questions just like using GPT. IQ GPT provides reliable cryptocurrency insights from multiple sources to meet exploration, development and trading needs.

Official website: https://iq.wiki/

Twitter: https://iq.wiki/ /twitter.com/IQWIKI

CharacterX

CharacterX is a new generation of decentralization Synthetic social network designed to connect human and AI entities. The platform allows users to create their own AI identities and connect with other users (whether AI or human) across time and space limitations. By developing an advanced multi-modal AI architecture that supports multi-sensory data input and output, including 3D and AR experiences, as well as active AI agents for social scenarios, CharacterX provides users with an enhanced social experience that is personalized, authentic, and secure and private.

Official website: characterx.ai

Twitter: https://twitter.com/ CharacterXAI

DeepSouth AI

DeepSouth AI achieves excellence by employing a combination of neuromorphic computing algorithms Computational power and efficiency, including Spike Timing Dependent Plasticity (STDP), direct training schemes based on backpropagation, supervised temporal learning, ANN to SNN conversion strategies, reservoir calculations, and genetic algorithms.

Currently, its available products include independent AI, visual AI and conversational AI

Official website: https://deepsouth.ai/

Twitter: https://twitter.com/DeepSouthAI

KIP

KIP protocol enables AI value creators to connect their expertise - whether it is data production, model training, application design or otherwise - and enjoy transparent accounting and revenue sharing.

Under this system, each component is encapsulated in an ERC-3525 semi-fungible token (SFT), allowing easy and low-fee exchange between components Efficiently transfer economic value in real time, and users can interact with them.

Official website: https://kip.pro/

Twitter: https://kip.pro/ /twitter.com/KIPprotocol

On-chain artificial intelligence agents and security

On-chain artificial intelligence Intelligent agents and security involve deploying AI agents on the blockchain as a way to improve the security and trustworthiness of AI applications.

These AI agents can automatically perform tasks such as transactions, data analysis, automatic decision-making, etc., and being deployed on the blockchain makes their operations not only transparent and Tracking is difficult to tamper with, which improves the security of the entire system.

Under this framework, computing power and algorithms/models are key elements to be optimized, because secure AI agents require reliable computing resources to perform complex tasks. Algorithms and models.

In addition, the AI ​​agent on the chain can share and utilize data and resources across platforms without leaking sensitive information. Verify the validity and integrity of the data.

Recommended reading: "The rise of AI agent narrative, which projects deserve early attention?" 》

Typical projects related to this category are:

AI Arena

AI Arena is a blockchain game that integrates human x AI collaboration. Players design, train and battle NFTs powered by artificial intelligence in a global competition.

Researchers drag and drop their machine learning models onto the platform and then compete against AI models from other researchers. Researchers who perform well will be rewarded with AI Arena’s native tokens.

Official website: https://aiarena.io/#/

Twitter: https ://twitter.com/aiarena_

Operator.io

One ​​for creating A protocol for the exchange of information and value between a centralized agent network, standardized users, protocols and artificial intelligence agents. Here users build and deploy their own agents, then make them available to the world.

Official website: https://operator.io/

Twitter: https:/// /twitter.com/operator_io

Fetch.ai

Artificial Intelligence Application Public Chain, 2017 It was established in 2019 and launched on the mainnet in December 2019. It is currently connected to Cosmos’ IBC protocol and can interoperate with other chains in the Cosmos ecosystem.

It can be regarded as a blockchain + AI infrastructure. The bottom layer is mainly the consensus network, smart contracts and machine learning libraries. The upper layer uses various skills Modules implement various AI functions and applications.

Official website: https://fetch.ai/

Twitter: https://fetch.ai/ /twitter.com/fetch_ai

Modulus Labs

In order to give dApps access to powerful artificial intelligence Function, dApp needs to give up the security of decentralization and bear the risk of centralization. Modulus Labs combines ZKML and AI to effectively check that artificial intelligence providers are not manipulating their algorithms on the chain.

On November 1, 2023, Modulus Labs announced the completion of a $6.3 million seed round of financing, led by Variant and 1kx, with participation from Inflection, Bankless, Stanford and others.

Official website: https://www.modulus.xyz/

Twitter: https ://twitter.com/ModulusLabs

Delysium

Delysium is an AI-driven ’s open world framework provides a simplified architecture to support advanced AI agent networks and supporting ecosystems, focusing on ensuring security, scalability and high-speed communication. The structure of the ecosystem is simplified into two main layers: the communication layer (also called the base layer) and the blockchain layer. The broader ecosystem, including the community, development, and interaction of AI agents, is integrated within these layers.

Related reading: "Exclusive Interview with Delysium Co-Founder: Solving Communication and Collaboration Problems between AI Agents in the Future"

Official website: https://www.delysium.com/

Twitter: https://twitter.com/The_Delysium

Agent Protocol

The project aims to enable gamers around the world to leverage decentralized GPU computing. With support, you can create new on-chain asset classes by training your own AI agents from gameplay footage.

Twitter: https://twitter.com/iAgentProtocol

Morpheus

Morpheus aims to inspire a personal general artificial intelligence peer-to-peer network, where the AI ​​can execute smart contracts on behalf of users; ordinary users can talk to their intelligent agents in normal language and let it Understand issues and act upon their intent/approval.

Official website: https://mor.org/

Twitter: https://mor.org/ /twitter.com/MorpheusAIs

Autonolas

Autonolas is an AI agent used in chains A unified network of services such as automation, oracles, and jointly owned artificial intelligence. The project provides a composable stack for building these services, as well as incentives for creating protocols that run complex logic in a decentralized manner and interact with on-chain and off-chain data autonomously and continuously.

Official website: https://olas.network/

Twitter: https://olas.network/ /twitter.com/autonolas

Test Machine

TestMachine is an artificial intelligence platform designed to Helping developers and projects identify and fix vulnerabilities in smart contracts at lightning speed. It provides instant access to a set of industry-standard tools for smart contract compilation, optimization, testing, and real-time security analysis, with instant reporting.

Official website: https://testmachine.ai/

Twitter: https:/// /twitter.com/testmachine_ai

DAIN Protocol

An AI agent network on Solana, The official website is still under construction and has recently attracted the attention of many KOLs.

Official website: https://dain.org/

Twitter: https://dain.org/ /twitter.com/dainprotocol

Oraichain

Oraichain mechanism looks similar to Band Protocol and Chainlink Similarly, enabling smart contracts to securely access external AI APIs. Artificial intelligence helps enhance smart contracts.

At the same time, Oraichain is also an L1, specifically providing a carrier for AI-driven dAPPs and AI agents.

Official website: https://orai.io/

Twitter: https://orai.io/ /twitter.com/oraichain

Artificial intelligence-driven blockchain market and learning platform

Artificial intelligence-driven blockchain market and learning platform utilizes AI technology to enhance blockchain applications, especially in market transactions and online education platforms.

This type of platform uses AI algorithms to analyze market data, predict trends, provide personalized learning experiences, or automatically match buyers and sellers. The integration of AI not only improves platform efficiency, but also provides users with more accurate and efficient services.

In this classification, algorithms and models as well as data are regarded as core elements, because the effectiveness of AI relies on large amounts of high-quality data to train accurate models and provide intelligent services through these models. For example, AI can help analyze and understand user behavior to provide more personalized recommendations in the blockchain market, or provide customized educational content on learning platforms.

Typical projects related to this category are:

Bagel Network

A decentralized data platform that plans to solve the problem of data monopoly by creating a market that allows data scientists and AI engineers to exchange and Authorize verifiable data sets. The project aims to develop a decentralized data platform that supports machine learning (ML) models.

On January 23, 2024, Bagel Network completed a Pre-seed round of financing of US$3.1 million.

Official website: https://www.bagel.net/

Twitter: https ://twitter.com/bagel_network

SingularityNET

SingularityNET is an AI service trading platform , to help bring together AI service developers and users. Developers can publish their services to the SingularityNET network to earn revenue; users can integrate services into their own websites, applications or other products through the SingularityNET trading platform.

Official website: https://singularitynet.io/

Twitter: https:/ /twitter.com/SingularityNET

FedML

FedML is a decentralized collaboration machine A learning platform for decentralized and collaborative AI anywhere and at any scale, such as machine learning models that can be trained, deployed, monitored and continuously improved while doing so in a privacy-preserving manner on combined data, models and computing resources cooperation.

On March 28, 2023, FedML completed a $6 million seed round of financing.

Official website: https://fedml.ai/home

Twitter: https: //twitter.com/fedml_ai

Numerai

Numerai is a network of data scientists Establish and use artificial intelligence technology for new hedge funds. Its core advantage is free datasets. It consists of high-quality financial data that has been cleaned, normalized, and obfuscated.

Official website: https://numer.ai/

Twitter: https://numer.ai/ /twitter.com/numerai

Allora

Allora is a self-improving decentralized Artificial Intelligence Network, which enables applications to take advantage of smarter and more secure AI through a network of self-improving ML models. By combining the cutting-edge research of crowdsourcing mechanism (peer prediction), federated learning and zkML.

Official website: https://allora.network/faq

Twitter: https://twitter.com/AlloraNetwork/

Upshot

Upshot initially attempted to use crowdsourcing to predict asset prices. Continuous development has resulted in the creation of AI models capable of analyzing over 400 million assets and a trustless and self-improving decentralized AI network.

Currently, the project has launched the Upshot machine intelligence network, which aims to crowdsource financial Alpha generated by machine learning models and is supported by an "Alpha Proof" reward mechanism .

Official website: https://upshot.xyz/

Twitter: https:/ /twitter.com/UpshotHQ

Model verification

Model verification in blockchain and artificial intelligence In the field of intelligent integration, it refers to the use of blockchain technology to confirm and ensure the performance, security and transparency of AI models.

This process involves using the immutable and transparent recording characteristics of the blockchain to verify the training data, algorithm logic and performance indicators of the AI ​​model. The purpose of model verification is to establish users' trust in the AI ​​model, ensure that the model's decision-making process can be tracked and audited, and ensure that the model has not been maliciously tampered with or deviated from its original design intention.

In this category, algorithms and models have become key elements to be optimized. By recording the detailed process of model training and operation on the blockchain, a transparent evidence chain can be provided for each decision of the AI ​​model, thereby optimizing the credibility and reliability of the model.

In addition, model verification also involves the use of encryption technology such as zero-knowledge proof, which not only protects the privacy of data, but also verifies the output of the model without exposing its internals. logic, further enhancing the security and privacy of the model.

Typical projects related to this category are:

Giza

< p style="text-align: left;">Giza is building a trustless protocol that decentralizes the process of machine learning inference calculations while powering an open economy for open source artificial intelligence. Giza allows AI developers to easily generate zero-knowledge proofs for AI models.

Official website: https://www.gizatech.xyz/

Twitter: https ://twitter.com/gizatechxyz

EZKL

EZKL is a support for zero-knowledge Cryptographically verifiable artificial intelligence systems. It is able to prove the authenticity of an AI/ML model, generating a zero-knowledge proof that the model produced certain results without having to reveal the model itself.

Official website: https://ezkl.xyz/

Twitter: https:/ /twitter.com/ezklxyz

Finally, due to space and experience limitations, this article does not list all AI projects in the category.

But whether it is for investment or research, grasping the subdivisions of the entire AI track will help to quickly determine the next time you encounter a new project. business scope to provide reference for more decisions.

May every crypto trend-setter be able to reap the rewards of his or her own knowledge in the AI ​​wave.