Joined June 2023
2 Photos and videos
We build in public because the alternative is asking people to trust us. Open source code. Verified contracts. Live on Base mainnet. You can audit everything we do. That's the standard we hold ourselves to. #BuildingInPublic #Transparency #MLBridge
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What type of AI models would you run on a decentralized network? - Image classification - Text generation - Audio processing - Custom fine-tuned models - Something else? Tell us what you'd deploy. #AIModels #Community #MLBridge
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The internet proved that open protocols win long-term. TCP/IP. HTTP. SMTP. No one owns them. Everyone uses them. We're building with the same conviction: neutral infrastructure outlasts proprietary platforms. #OpenProtocols #MLBridge
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WalletConnect v2 integration: Users can now connect from any WalletConnect-compatible wallet. MetaMask. Trust Wallet. Coinbase. Rainbow. Same contracts. Same experience. More access. #WalletConnect #Integration #MLBridge
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Accessibility improvements: - Keyboard navigation through all forms - ARIA labels on interactive elements - Color contrast meeting WCAG AA - Screen reader tested on key flows Decentralized AI should be accessible to everyone. #Accessibility #A11y #MLBridge
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What is reputation on-chain? The ReputationRegistry tracks: - Total verifications performed - Accuracy rate (majority vs minority votes) - Response times This data is public, permanent, and tied to your wallet address. Performance is transparent. #Reputation #MLBridge
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The centralization risk in AI is not hypothetical. When one provider has an outage, thousands of applications go down. When one provider changes pricing, budgets break overnight. Distributed infrastructure is risk management. #Risk #Decentralization #MLBridge
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MLBridge connects three groups that need each other: - AI model creators who want to earn from their work - GPU owners with idle compute capacity - Developers who need affordable AI inference Smart contracts coordinate them all on Base. #MLBridge #DecentralizedAI #Web3
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The switching cost problem: Locked into AWS? Migration takes months. Locked into a model API? Rewrite your integration. MLBridge: standardized interfaces. Multiple providers. Switch by changing a parameter. #SwitchingCosts #MLBridge
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Zustand stores in our app: - useTaskStore: task lifecycle state - useModelStore: model registry state - useUIStore: notifications, modals, loading Minimal. Typed. No boilerplate. Redux was overkill. Context was not enough. Zustand fits. #Zustand #StateManagement #MLBridge
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What is reputation on-chain? The ReputationRegistry tracks: - Total verifications performed - Accuracy rate (majority vs minority votes) - Response times This data is public, permanent, and tied to your wallet address. Performance is transparent. #Reputation #MLBridge
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What documentation is missing? We have guides for: - Task requesters - Model providers - Compute providers - Verifiers But what would make onboarding easier for you? #Documentation #Feedback #MLBridge
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Question for token holders: What governance decisions matter most to you? - Fee percentages? - Staking minimums? - Slashing parameters? - New feature priorities? Governance is only useful if people participate. #Governance #MLBridge
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How did you find MLBridge? - Crypto Twitter? - GitHub? - Friend told you? - Searching for decentralized AI? Helps us understand where our community comes from. #Community #MLBridge
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The goal isn't to be the biggest AI platform. The goal is to be infrastructure that anyone can build on. Model marketplaces. Agent networks. Inference APIs. Let a thousand applications bloom on neutral rails. #Infrastructure #MLBridge
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Long-term thinking shapes every decision: Timelock on upgrades. Not because it's convenient, but because governance should be slow. Fixed token supply. Not because it's trendy, but because inflation breaks trust. Principles over convenience. #LongTerm #MLBridge
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How the MLB token works: - Max supply: 1,000,000,000 (fixed, no inflation) - Used to: pay for tasks, stake as provider/verifier, earn rewards, vote on governance - ERC20 on Base - 18 decimals One token. Four functions. #MLB #Tokenomics #MLBridge
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Config validation: npm run validate:config runs before every build and dev start. Checks: - All contract addresses present - Network config valid - Required env vars set Fails fast with clear error messages. No silent misconfig. #Config #DX #MLBridge
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What is staking in MLBridge? Locking MLB tokens as collateral. Providers stake 1,000 MLB. Verifiers stake 100 MLB. Why? If you cheat, you lose tokens (10% slashing). If you're honest, you earn rewards. Economics enforce behavior. #Staking #MLBridge
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AI inference cost breakdown: Most of what you pay goes to: 1. Cloud margin (30-50%) 2. Platform fee (10-30%) 3. Actual compute cost (20-40%) Remove #1 and #2 and costs drop dramatically. That's the MLBridge model. #Costs #AIInference #MLBridge
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