Creator Foundry

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Creator Foundry is an AI-powered creative production protocol where contributor rewards are locked on-chain before work begins.
The problem: Creative work is often commissioned on trust. Contributors spend days producing assets before payment is guaranteed, while attribution, royalties, and revenue splits are frequently handled off-chain through spreadsheets or centralized platforms.
Creator Foundry changes that workflow by making the financial commitment, authorship, review, and revenue distribution verifiable on-chain.
How it works:
AI plans the production. An AI production director converts a creative brief into scoped bounties containing the role, reward, and deliverable requirements, while maintaining persistent project context such as genre, palette, and characters.
The reward is locked before work starts. The producer deposits Paxos USDG into BountyEscrow together with a hash of the brief. The contributor can verify that the reward is already funded before accepting the work.
The contributor delivers and attests. After completing the work, the contributor submits the deliverable and signs its hash through attestDelivery(), creating a verifiable link between the submission and the on-chain record.
AI evaluates the work. A trained critic scores the submission from 0–100 using a frozen CLIP ViT-B/32 model with a trained MLP head. It evaluates style consistency, palette match, and technical quality against the project's art direction. The model is deterministic: identical inputs produce identical scores.
One approval creates proof and releases payment. Approval simultaneously mints an ERC-721 proof-of-authorship NFT with ERC-2981 royalty support and releases the escrowed USDG. The critic score and artifact hashes are included in the token metadata, making the review part of the provenance record.
The escrow has independent safety clocks. The delivery and review stages use separate bounded time windows. If the delivery deadline passes without delivery, the producer can reclaim the escrow. If the producer fails to review a completed delivery within the review window, anyone can trigger autoRelease(), allowing the contributor to receive the locked reward without depending on the producer.
Future sales distribute revenue pro-rata on sale, permissionlessly. An immutable on-chain split table records contributor shares. When a work is sold, permissionless release() distributes USDG pro-rata to the participants. The platform fee is explicitly represented on-chain and capped by the contract.
Proven on-chain — not mocked.
The complete bounty lifecycle has been executed on Robinhood Chain Testnet using real Paxos USDG:
fund → assign → mint authorship NFT → release escrow — AI score 80
The resulting on-chain state confirms the escrow was released, the contributor balance increased from 0 to 1.8 USDG, and ownerOf(1) points to the contributor.
The royalty lifecycle was also executed:
commit immutable split table → sell artwork for 3 USDG → permissionless release() — shares paid
Every stage is represented by an actual transaction and can be independently verified.
Chains & contracts: Robinhood Chain Testnet (Chain ID 46630, Arbitrum Orbit) is the primary demo network, with Arbitrum Sepolia (421614) also supported. The deployed AssetNFT, Splits, and BountyEscrow contracts are source-verified. The repository includes npm run verify, which performs 37 read-only verification checks covering contracts, transaction records, escrow state, NFT ownership, split configuration, and balances — no wallet or private key is required.
Stack: Next.js 14 · TypeScript · wagmi/viem · RainbowKit · Solidity 0.8.26 · Python · FastAPI · PyTorch · CLIP · Paxos USDG

• BUILT THE PROTOCOL FROM SCRATCH Implemented three Solidity contracts: AssetNFT — proof-of-authorship NFT with ERC-2981 royalty support. Splits — immutable USDG revenue distribution with permissionless payouts. BountyEscrow — funded creative bounties with independent delivery and review clocks, bounded windows, and reentrancy protection. • DEPLOYED ACROSS TWO NETWORKS Deployed to Robinhood Chain Testnet as the primary demo network and Arbitrum Sepolia. All three contracts were source-verified on Robinhood Chain using Solidity 0.8.26 with deployment-matching optimizer settings. • COMPLETED THE END-TO-END BOUNTY LIFECYCLE Used real Paxos USDG to fund the escrow with a brief hash, assign the contributor, start the SLA clocks, record delivery, generate an AI critic score of 80, approve the work, mint the proof-of-authorship NFT, and release 1.8 USDG to the contributor. • COMPLETED THE ROYALTY DISTRIBUTION LIFECYCLE Committed the immutable split table for Neon Requiem, processed a 3 USDG sale, executed the permissionless payout flow, and distributed proceeds according to the recorded contributor shares. • TRAINED AND INTEGRATED THE AI CRITIC Built a deterministic evaluation pipeline using frozen CLIP ViT-B/32 features and a trained MLP head for style, palette, and quality scoring. The model runs through FastAPI and produces a score that can be referenced from the on-chain record. • BUILT THE COMPLETE CREATIVE DAPP Implemented the work gallery, work detail pages, seal wizard, storefront, artist dashboard, royalty tables, bounty workflow, file uploads, ERC-721 metadata endpoints, and wallet integration using wagmi and RainbowKit. • ADDED THE AI PRODUCTION LAYER Implemented production director, story, publishing, and chat routes supporting OpenAI-compatible APIs, together with a deterministic project-derived fallback when an API key is unavailable. • BUILT A ZERO-CONFIG STORAGE FALLBACK Supported Supabase storage with a local JSON fallback so the application can operate without requiring external infrastructure for every environment. • BUILT npm run verify Created a wallet-free verification suite containing 37 read-only checks covering deployed contracts, stored transaction hashes, escrow state, NFT ownership, split configuration, and token balances. • CREATED THE DOCUMENTATION AND SUBMISSION LAYER Prepared the protocol whitepaper, architecture documentation, deployment guide, submission materials, resource index, and an open-source development history covering the project's progression from September 29 through October 1.

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