- ⃝ Awesome ORA
This list focuses on the work related to the ORA ecosystem.
This includes the AI Oracle (OAO, Onchain AI Oracle) ecosystem, the ERC ecosystem co-authored by ORA, and other ORA contributions.
A Collection of Projects Built on AI Oracle.
- LlaMA 2: A state-of-the-art large language model for coding.
- Stable Diffusion: A deep learning, text-to-image model released in 2022 based on diffusion techniques.
Grok: A generative artificial intelligence chatbot developed by xAI, based on a large language model.
- Prompt: A simple smart contract that uses OAO for LLM responses.
- SimplePrompt: A simpler, event-only and gas-efficient smart contract that uses OAO for LLM responses.
- Humm Protocol: An AI-based protocol for AI ownership and monetization.
- AI Intent Engine: An intent engine with OAO, leveraging onchain LlaMA2 to solve user intent in natural language into onchain actions (send, and swap). Also a fork called COCOA for cross-chain usage built during ETHTaipei.
- Grok vs Llama: An Onchain AI vs Onchain AI project. In this project, LlaMA2 monitors whether Grok is in a Glitch state (related: AI Mirror Test), and if so, the user who initiated the AI request is rewarded with a bounty for finding Grok's "weakness". Built during ETHTaipei.
- AI NFT Bot: A pricing engine for NFT assisted with onchain AI. Built during ETHDenver.
- 7007: An ERC-7007 based platform offering on-chain AIGC generation services and monetizing of AI Models.
- Onchain AI NFT: An onchain AI NFT project utilizing AI Oracle's Stable Diffusion to generate image NFT directly onchain. Complete tutorial here.
- OAOLimerick: An onchain AI Limerick NFT using AI Oracle's LlaMA2 for generating poet NFT directly onchain.
- Graviola NFT: An onchain NFT collection with minimalistic portraits of fictional characters. Built during ETHDenver.
- ABC-ORA: An ERC-7007 based AIGC music NFT project, using AI Oracle's LLM to generate music notes and mint the piece into NFT. Built during ETHTaipei.
- PS 6: An AI-generated story NFT protocol. Built during ETHTaipei.
- InsORAnce: An insurance protocol for DeFi that utilizes AI Oracle for evaluating insurance rules and conditions, and zkAutomation for automated hacking detection. Build during ETHTaipei.
- AGI (Artificial Guarding Intelligence): A prototype of circuit breaker for smart contract based on AI-powered simulation of protocol security. Build during ETHTaipei.
- gonnx: A framework for converting ONNX to MLGO for better opML developer experience and AI Oracle model integration. Build during ETHTaipei.
A List of Projects Built on ZK Oracle.
- CLE Examples: A list of CLEs, including Uniswap Price Calculation, zkAutomation-based CLE, and multi-address based CLE. This is the implementation by ORA.
- zkUsecases: A list of CLEs, including SeaPort Trading Activity, and USDT Transfer Volume Per Block.
- zkAMM: A zkOracle-based automated market maker that is fully scalable with unlimited computation resources.
- dETF: A zkOracle-based fully onchain and decentralized ETF protocol.
- Unic: A decentralized identity platform, using zkOracle for onchain ML.
- ZKredible: A privacy-preserving and censorship-resistant credit record evaluation system, using zkOracle for onchain aggregation of zkML.
- zkKYC: A zkOracle-based hook that brings offchain kyc data to onchain Story Protocol. This project was developed during Story Protocol Alpha Hackathon and won second place.
- Marine: A CLE as liquidation protocol on Compound Protocol. This is tracking 15+ addresses, and 90+ events at the same time.
- zkToken: A CLE as ERC-20 token monitor. This monitors whether there is any selling or pumping behavior in the whale account, and then issues an alert signal.
- Dex Vigil: A CLE that detects anomalous trading behavior and possibly prevents exploits.
- Cross-chain Asset Transfer: An example CLE implementation of cross-chain asset / token / credit transfer system.
- MEV Detection: A PoC CLE that proves a user's behavior such as
Swaphas been harmed by an MEV bot. - BTC 2 ETH: A CLE that calculates for BTC to ETH conversion rate.
- zkInsurance: A CLE that auto-generates proofs for claiming insurance.
- zkSafeMixer: A CLE that warns downstream contracts if there's blacklisted address's fund in the mixer.
- Kubera: A CLE that implements verifiable on-chain credit score system. Built during ETHTaipei.
- Onchain Price Oracle: A CLE that implements TWAP oracle.
- BAYC Hacked: A CLE that tracks hacked BAYC by transfer event.
- Free Mints: A CLE that monitors free mints of NFT.
- Proof of OG of Azuki NFT: A CLE that proves the OG mint of Azuki NFT.
- Proof of Mint: A CLE that tracks all the addresses that have minted DOP token on sepolia.
- ZKLife: A full game that implements Conway's Game of Life with multiplayer mode and gaming AI.
- Game Of Life: A game that implements Conway's Game of Life with game logic computed in zkOracle.
- Proof of Pool: A CLE that tracks newly created Uniswap v3 pools.
- Proof of Bridge: A PoC of cross-chain bridge uses a CLE to bridge tokens from sepolia to goerli with zkp.
- Proof of Whale: A CLE that verifies if a wallet is a big player even if your funds or assets are compromised, as the whale status is confirmed by the address that initiated the event, not the recipient.
- Proof of Blacklist: A CLE for tracking new blacklisted address of USDT.
- Proof of Ownership: A CLE that accesses historical ownership change of the Azuki NFT collection.
- Proof Of Membership: A CLE that proves an address is a member of Developer DAO.
- Proof of Approved by rupam-04: A CLE that accesses historical approved amount of token.
- Proof of Approved by udhaykumarbala: A CLE that accesses historical approved amount of token.
- Proof of Whale: A CLE that checks for a special "isWhale" event.
- Proof of New Player: A CLE that checks for "NewPlayer" event.
- zkGraph String Utils: A CLE that helps offload the string operation to offchain and gives the mechanism to prove the offline calculated values.
- zkGraph Math Utils: A CLE that helps offload Math operations offchain and gives the mechanism to prove the offline calculated values.
- Secure Watcher: A CLE that watches for activities which are similar to compromise of Private Key.
- Decentralized Moderation: Content moderation system based on CLE for a decentralized social network or any kind of customized DAO or decentralized network/ecosystem.
Ideas to Build with AI Oracle or zkOracle.
ai/fi = AI + DeFi.
ai/fi is the fusion of AI (verifiable AI inference provided by Onchain AI Oracle) and DeFi.
The strategy to transform DeFi into ai/fi is simple: "identify the computationally intensive part of any DeFi protocol and replace it with AI."
| Idea | Implementation | Existing DeFi Protocols to Add AI |
|---|---|---|
| AI Aggregator | Aggregation with Best Swap Rate with AI | 1inch, Paraswap |
| AI AMM | Dynamic Market Making Curves with AI | Uniswap v3 |
| AI Yield | Yield Optimization with AI | Convex, Yearn |
| AI Lending | Lending of Any Asset with AI | Aave, Compound |
| ... |
Read more from ai/fi idea posts: 1, 2.
| Idea | Model in ORA OAO (+ Other Tech Stack) |
|---|---|
| System Prompt Powered AI Model | Any |
| Predictor and Analyzer | Any |
| Asset Pricing | Financial Models |
| Simulation | LLM or Application-Specific Models |
| Credit/Risk Analyzer | LLM or Financial Models |
| Sentiment Analysis | LLM or Application-Specific Models |
| Judge of Anything based on Rules* | LLM |
| Trading Bot Wif MEV | Financial Models (+ Flashbots SUAVE stack) |
| Aggregator | Financial Models |
| "Point Guard" | Financial Models |
| Copy-trading | Financial Models |
| AIGC-NFT (Pure, Loot-style, Remixing) | Text2Image or Text2Video Models (+ Prompt Engineering / Fine-tuning) |
| AI as Game Moderator | LLM or Application-Specific Models |
| AI as Governor | LLM or Application-Specific Models |
| AI as NPC | LLM or Application-Specific Models |
| AI as Opponent | LLM or Application-Specific Models |
| AI as Counterparty | LLM or Application-Specific Models |
| Agent for Whale's Governance | LLM or Application-Specific Models |
| Content Moderator | LLM |
| Code Generator | LLM |
| Security Gadget | LLM or Application-Specific Models |
| Bring Your Own Model | / (+ Use opML to Integrate New Models into OAO) |
| Rebuild Everything | Any (+ Rebuild All Protocols with AI) |
Read more from ORA's idea posts on AI Oracle: 1.
*: Based on InsORAnce idea, LLM can be a judge / verifier of anything. In InsORAnce, LLM judges if insurance should be paid out based on a protocol's hack (truth) and given rules defining a hack (pre-made template / rule). Actually, the truth and pre-made rule can also be: any onchain events (og wallet moves ETH), and even offchain event. So that the InsORAnce idea can be expanded to insurance for anything onchain + offchain.
| Idea | Value of ORA | Difficulty | Additional Note |
|---|---|---|---|
| Dashboard for NFT Marketplaces | Access Historical Trading Data of Blur, Looksrare, CryptoPunks, Memswap | 💥 | |
| Onchain DefiLlama | Access Historical Data of AAVE, Compound, Morpho | 💥 | Performs calculations on protocol inflow and outflow, TVL, protocol revenue, protocol health ratio, protocol yield for user. |
| Onchain L2BEAT | Access Historical Data of L2's contract on L1, and Trustless Compute | 💥 | Calculate TVL (Canonical, External, Native) of L2; Calculate TPS (via L2 blocks settled on L1) of L2. |
| CLEs for ERCs | Access Historical Data of Standardized ERCs, and Trustless Compute | 🔥 | Build CLEs for standards such as ERC-20 (maybe also weird ERC-20s) and ERC-721. |
| Onchain Price Oracle | Trustless Compute of Pricing | 💥 | Build price oracles like TWMP (time-weighted median price), or even something like UTXOracle. |
| CLEs as Public Goods Libraries | Trustless Compute of Algorithms | 💥 | Build libraries such as onchain with CLE. |
| Traditional Oracle Services | Trustless Compute, and Automation | 🌋 | Build VRF (Verifiable Random Function), VDF (Verifiable Delay Functions), FSS (Fair Sequencing Service). |
| Automation Apps | Trustless Compute, and Automation | 🔥 | Implement auto-renewal of ENS, automated strategies, onchain liquidator keepers for DeFi protocols... |
| DeFi Protocols Remastered | Trustless Compute of DeFi Logic, and Automation | 🌋 | Use CLEs to reimplement protocols like AAVE, Curve, Uniswap v3, or v4. |
| Experimental Games | Trustless Compute of Game Logic | 💥 | Implement games like etherquake and GameOfLife instead of pure onchain Solidity. |
| Proof of Voting Power | Access Historical checkpoints, and Trustless Compute |
🔥 | |
| Proof of Whale | Access Historical balances and Trustless Compute |
🔥 | |
| Proof of Vesting | Access Historical Data of ERC-20 | 💥 | Query historical data of a token’s vesting status, and determine if the vesting schedule is performed in a correct way. |
| Proof of Ownership | Access Historical ownerships of ERC-721 |
🔥 | |
| Proof of Mint | Access Historical startTimestamp and Trustless Compute |
🔥 | |
| Proof of Credit | Access Historical Data of DeFi and Trustless Compute | 🔥 | |
| Proof of Degen | Access Trading History of User and Trustless Compute | 🔥 | Similar to DegenScore, build an onchain verifiable one to determine if an account has enough risk tolerance ability. |
| Proof of Liveness | Access Historical Batch Commit Activity of L2 and Trustless Compute | 💥 | Get all the historical data and analyze which L1 blocks have no commitBatch or finalizeBatchWithProof events to know if the rollup has any downtime. |
| Proof of OG | Access Historical Data of User on NFT, Contract Interactions | 🔥 | |
| Proof of Sandwiched | Access Historical Swap Event of User and Trustless Compute |
🔥 | Prove that a user's behavior such as Swap has been harmed by an MEV bot, and thus compensate the account. |
| Vault for Arbing Withdrawals on L2 bridges | Trustless Compute of Arbing, and Automation | 🌋 | Automated arbitrage through optimistic L2 bridges. |
| Very Low Gas DEX | Trustless Compute of Aggregating, and Automation | 💥 | Aggregate tiny trades, for a cheaper DEX. |
| L2 – L2 transfer using Proof of Burn | Trustless Compute of Transfer, and Automation | 🌋 | User burns tokens on L2 A, and posts the proof of burn on L2 B for bridging. |
| Automated Risk Scoring of Pools | Access Historical Data, Trustless Compute, and Automation | 🌋 | A combination of credit score of an account, and bad debt scoring of a pool. |
| Better Wallets | Trustless Compute as Intent-solver, and Automation | 🌋 | |
| zkOracle with Uniswap Hooks | Trustless Compute of Offchain Logic | 💥 | Use beforeX hook to verify the zkp from zkOracle. |
| Dark Forest Rank | Trustless Compute of Blockchain World Ranking | 💥 | Analyze full history and operations of a contract or account to generate a ranking of all contracts and accounts (value, trade profit, MEV profit). |
*: Difficulty levels are from Eazy (🔥) -> Normal (💥) -> Advanced (🌋).
Read more from ORA's idea posts on zkOracle: 1, 2.
ORA's Contribution to General Web3, Blockchain, and Crypto Space.
- zkML: keras2circom
- opML: Optimistic Machine Learning
- opp/ai: Optimistic Privacy-Preserving AI on Blockchain
- IMO: Initial Model Offering
- Ethereum/ERC-6150
- Ethereum/ERC-7007, and ecosystem (ZenetikNFT and AIME)
- Celestia/CIP-5
