Heurist: A Comprehensive Overview

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Heurist is a Layer 2 network designed for AI model hosting and inference, built on the ZK Stack. Its mission is to be the HuggingFace of Web3. By leveraging a decentralized computing resource network, Heurist provides serverless access to open-source AI models, utilizing blockchain technology to democratize AI and ensure accessibility and unbiased innovation.

Vision and Values

Heurist envisions AI to be instrumental in onboarding the next billion users to crypto. The project is grounded in the shared values of open-source AI and crypto, such as transparency, data ownership, and diversity. Heurist aims to foster a two-way onboarding process: empowering crypto enthusiasts to engage with AI through a permissionless mining network using their home PCs and enabling AI model developers to access increased compute resources, publicize their models, and earn revenue share.

By supporting the development of Web3-native AI applications, Heurist allows individuals to access AI services at low or no cost, showcasing the practical benefits of decentralized technologies. The Heurist ecosystem promotes innovation, collaboration, and inclusivity, uniting the strengths of AI and crypto to create a future where advanced technology is accessible to everyone.

Name and Inspiration

The name Heurist is derived from the concept of heuristics, which refers to mental shortcuts that help humans quickly arrive at reasonable solutions to complex problems, reflecting the projects goal to make sophisticated AI accessible and approachable for all users.

How Heurist was Founded

Jiewen Wang and Frank is the founder of Heurist. The journey began with an AI agent Heurist founders built to engage in crypto discussions on friend.tech. Through this project, they encountered several common challenges in AI Application development: high computational costs, censorship by major platforms like OpenAI, and a lack of AI model control.

To address these, they launched Heurist as a decentralized protocol to cut AI costs while maximizing customizability and sovereignty. With their teams extensive experience in Web2 and deep roots in crypto, the team is dedicated to democratizing technology and making an AI ecosystem safe, accessible, and resistant to central controls.

Heurist vision is to empower developers and users worldwide to harness the potential of AI without the limitations imposed by traditional centralized platforms.

The Heurist Team

Here’s how Heurist works🤔

Heurist protocol intricately connects various participants, each playing a vital role in maintaining a healthy decentralized ecosystem. These participants include Model Users (Consumers), Miners (Model Hosts), Model Creators, Application Integrators, and Validators.

To ensure economic security and the integrity of data returned from AI models, we will launch a utility token, Heurist Token (HUE). Participants can spend, stake and/or earn HUE based on the rules defined in smart contracts.

Roles in Heurist Ecosystem

Model Users: Users interact with the Heurist protocol to run inference tasks, such as text generation and image generation. They can choose from a variety of hosted AI models and pay for the computational resources on a pay-as-you-go basis.

Miners: Individuals with GPU resources can mine Heurist Token by hosting AI models. They run models on their own hardware and are compensated with user payments and Heurist Token emissions when consumers execute inference tasks. Miners are required to stake a certain amount of tokens as a commitment to providing quality services.

Model Creators: AI model creators drive the vibrancy of Heurist ecosystem. They upload AI models to the model registry of Heurist network and, in return, receive a portion of the payments made by users. This incentivizes creators to develop more advanced models to satisfy user’s growing demand.

Application Integrators: Application integrators provide interfaces to end users that use Heurists AI models under the hood. Such interfaces might include chatbots, AI agents, and image generation tools hosted as web applications, and might also include SDK that can be integrated in web services. Application integrators earn a fraction of fees in Heurist Token whenever consumers make a payment through the application.

Validators: Validators maintains the integrity and trustworthiness of the Heurist network. They periodically check the correctness of the data produced by miners. If a miner is found to be producing invalid or fake data, their stake is slashed, with a portion awarded to the validator who identified the discrepancy.

Dynamic Resource Allocation

As the network grows, an increasing number of AI models and compute resources (mainly GPUs) will join it. We use token voting to allocate compute resources to every model.

The heurist protocol allocates more powerful GPUs to those models with (1) higher demand and (2) high token voting. An AI model creator can acquire more compute resources in two ways: by encouraging organic usage or by voting with their own tokens. Token holders are incentivized to vote for higher-quality models with higher demand as they will receive a larger revenue share from those models.

The Current Project Update of Heurist

August has been a month of exciting launches, milestones, and community-driven initiatives. Lets dive into the highlights. You can refer to the blog Heurists August Highlights for full details.

zkImagine Launches on ZKsync: Heurist’s AI-powered NFT collection, zkImagine, allows users to create and mint unique artworks with zero gas fees, thanks to the Paymaster feature. Explore zkImagine.
1 Billion Inference Requests Processed: Heurist has processed over 1 billion inference requests, maintaining a strong performance with over 1,000 active GPUs. Mining emissions are stabilized at an annualized rate of 2.1%.
Heurist Heroes Game: A 50,000 HEU token grant has been approved for the Heurist Heroes Game, an engaging 2D endless shooter with AI quizzes and reward incentives.

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Create-to-Earn Marketing campaign: Dash 0 of the Create-to-Earn marketing campaign is full, refining a reward mechanism for customers who create and mint NFTs with zkImagine.
Artwork Contest with Moni Talks: Over 100 photographs have been submitted for the Russian-speaking communitys artwork contest, showcasing Heurist Imagines artistic potential.

Heurist Roadmap

Heurist token (HUE)

HUE is a utility token with a dynamic provide, influenced by each emission and burning mechanisms. The utmost provide is capped at 1,000,000,000.

Emission Mechanisms

1. Mining

Course of: Customers can mine HEU tokens by internet hosting AI fashions on their GPUs.
Staking Requirement: A minimal of 10,000 esHEU tokens have to be staked for a mining node to be energetic. Under this threshold, no rewards are generated.
Reward: Mining yields HEU tokens. Reward charge relies on GPU effectivity, availability (uptime), the kind of AI mannequin being run, and the whole quantity staked in a miner node.
Boosted POW Mining: For stakes between 10,000 to 100,000 HEU tokens, mining effectivity will increase proportionally with the quantity staked.

2. Staking

Course of: Any consumer can stake esHEU tokens in mining nodes.
Reward: Staking yields are given in HEU token. Staking esHEU produces greater yields than HEU.
Vesting: esHEU rewards could be vested into HEU over a one-year interval with linear vesting.
Switch of Stake: Customers can immediately switch their HEU or esHEU stake from one miner to a different. This promotes flexibility and competitors amongst miners.

Burning Mechanisms

Just like the EIP-1559 mannequin in Ethereum, Heurist implements a token burn mechanism. When customers pay for AI inference, a portion of the HEU cost is completely faraway from circulation.

The stability between token creation and burning is intently tied to community exercise. In periods of excessive utilization, the speed of token burning can exceed the speed of recent token creation. This may doubtlessly lead the Heurist community right into a deflationary section. This mechanism helps in regulating the token provide, and aligns the token worth with the precise demand throughout the community.

Bribes and (3,3)

Bribes have been a time period first coined by customers of DeFi, extra particularly, by these of Curve Finance. These bribes are literally gamified incentivizes that assist direct rewards for liquidity swimming pools, in trade for an incentive. We draw inspiration from the bribing mechanism of Curve, and apply it in boosted POW mining in Heurist.

Miners have the choice to set a particular share of their mining rewards as a bribe to draw stakers. A staker could select the miner with the very best bribe, however different elements must also have an effect on the staker’s alternative resembling miner’s {hardware} efficiency and uptime.

Miners are incentivized to bribe as a result of a better stake within the miner node will end in greater mining effectivity. It creates a aggressive but cooperative atmosphere the place miners and stakers are aligned to offer higher service to the community.

With this recreation theory-inspired (3,3) mechanism, we create an alignment between miners and token holders who take actions to attain the most effective collective outcomes.

Heurist Distinctive Options and Benefits

Heurist affords many distinctive benefits and options:

Decentralized AI Community: Heurist is a decentralized protocol for AI mannequin internet hosting and inference, constructed on the ZK Stack Layer 2 community. This decentralized strategy goals to democratize AI and guarantee accessibility, transparency, and unbiased innovation.

Incentivized Ecosystem: Heurist has a utility token (HUE) that facilitates an incentivized ecosystem. Individuals can earn, stake, or spend HUE tokens primarily based on their roles, resembling miners (mannequin hosts), mannequin creators, utility integrators, and validators.

Dynamic Useful resource Allocation: Heurist makes use of token voting to dynamically allocate compute sources (GPUs) to AI fashions primarily based on demand and token voting. Fashions with greater demand and extra token votes obtain extra highly effective GPU sources.

Open-Supply AI Fashions: Heurist emphasizes the usage of open-source AI fashions, that are clear, customizable, and sometimes comparable in efficiency to closed-source fashions like ChatGPT or DALL-E.

Pay-as-you-go Mannequin Entry: Customers can entry and run inference duties on quite a lot of hosted AI fashions, paying for computational sources on a pay-as-you-go foundation, doubtlessly at decrease prices than closed-source options.

Incentivized Testnet: Heurist has an incentivized testnet the place contributors can earn testnet rewards (Llama Factors and Waifu Factors) for internet hosting AI fashions on their GPUs. These factors can be claimable as liquid HUE tokens on the mainnet launch.

Developer APIs: Heurist offers REST APIs for builders to combine AI fashions, like Secure Diffusion for picture technology and Mistral 8x7b (similar to ChatGPT 3.5) for language fashions, into their functions.

Bribes and (3,3) Mechanism: Heurist implements a “bribes” mechanism impressed by DeFi, the place miners can set a share of their mining rewards as a bribe to draw stakers, making a aggressive but cooperative atmosphere aligned with offering higher companies to the community.

Token Burning Mechanism: Heurist has a token burn mechanism just like EIP-1559, the place a portion of consumer funds for AI inference is completely faraway from circulation, doubtlessly resulting in a deflationary section and aligning token worth with community demand.

Anti-Cheat System: Heurist has an asynchronous monitoring system to trace enter and output of compute jobs, permitting for the slashing of testnet rewards for miners demonstrating malicious actions.

Node Rental Service: Heurist offers a managed GPU node rental service, sourcing offers from numerous information heart companions, making it simpler for contributors with out GPU {hardware} to affix the community.

Group-Pushed Innovation: Heurist goals to foster a tradition of innovation, collaboration, and inclusivity, bringing collectively the AI and crypto communities to create an ecosystem the place cutting-edge know-how is accessible to all

Spheron X Heurist: Unleashing the Energy of Decentralized AI

Heurist and Spheron are becoming a member of forces to redefine the panorama of AI and decentralized compute, empowering a community-driven future free from conventional limitations. By integrating Spherons cutting-edge, scalable compute options, Heurist will present seamless entry to open-source AI fashions for coaching and inference, considerably reducing prices and democratizing entry to highly effective AI instruments.

In return, Spheron will leverage Heurists infrastructure to develop progressive, open-source use circumstances, showcasing the facility of decentralized AI and GPU rental options. This partnership may also introduce a devoted “GPU Rental” tab on Heurist’s platform, prominently that includes Spheron as a key companion, creating a singular synergy that accelerates the adoption of open, censorship-free AI applied sciences.

Heurist and Spheron should not simply constructing instruments; they’re making a decentralized, community-led ecosystem that prioritizes accessibility, transparency, and innovation in AI and compute.

Conclusion

In conclusion, Heurist is positioning itself on the forefront of a transformative motion within the AI and blockchain area. By leveraging decentralized computing and the ZK Stack Layer 2 community, Heurist goals to democratize AI entry and foster innovation with out the constraints of conventional centralized platforms.

The protocols distinctive structurewhere customers, miners, builders, and validators collaborateensures a good, incentivized, and clear ecosystem that balances efficiency and community-driven governance. The imaginative and prescient of mixing AI with crypto opens the door for billions to have interaction with superior applied sciences in an economical, unbiased, and censorship-free atmosphere.

By way of initiatives like zkImagine, the Heurist Heroes Sport, and strategic partnerships with firms like Spheron, Heurist is advancing the know-how and constructing a future the place AI innovation is genuinely decentralized and accessible to everybody. As Heurist continues to develop, it’s clear that the tasks values of openness, collaboration, and inclusivity can be essential to its long-term success.

FAQs

What’s Heurist?
Heurist is a decentralized Layer 2 community designed for AI mannequin internet hosting and inference. It leverages blockchain know-how to democratize AI and supply serverless entry to open-source fashions.
How does Heurist work?
Heurist connects numerous participantsmodel customers, miners, creators, utility integrators, and validatorsin a decentralized ecosystem the place computational sources are allotted dynamically by way of token voting and incentives.
What position does the Heurist Token (HUE) play?
HUE is the utility token of the Heurist community. It facilitates financial interactions like mining, staking, and funds for AI mannequin utilization, in addition to governance by way of token voting.
What makes Heurist distinctive?
Heurist affords decentralized AI companies specializing in open-source fashions, pay-as-you-go entry, a bribe mechanism for staking, and a token-burning system that may make the community deflationary in periods of excessive demand.
How does Heurist promote decentralized AI?
Heurist decentralizes the internet hosting and utilization of AI fashions, permitting people and builders to have interaction with AI companies with out counting on centralized platforms. Thus, it enhances accessibility, innovation, and equity within the AI panorama.