Peer-to-peer ranking protocol for AI models
A decentralised network ranking AI models needs validator and miner nodes to agree on state without trusting each other, and to prove that state on-chain.
In development
Umar Khatana
I build smart contracts, and the AI agents that transact with them.
I’m a senior engineer at Telegraph, writing Solidity for cross-chain bridging and state verification, and Go node infrastructure for decentralised AI compute. Before that, 2.5 years of AI and blockchain R&D at Antematter. Most of my work sits where AI systems meet on-chain infrastructure.
Recent writing
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Selected work
Loot8 — Web3 infrastructure for a fan engagement platform
A consumer app on iOS, Android and web needed on-chain features that ordinary users could use without thinking about wallets or transactions.
Live on iOS, Android and web
On-chain ROSCA — verifiable random payouts
A rotating savings group (ROSCA) depends on trusting whoever decides the payout order, and on every member being a real, distinct person.
Prize winner, Chainlink Fall 2022 Hackathon
“When assigned to a Solana project with no prior Rust experience, he dove in, rapidly mastered the language, and delivered the project seamlessly and effectively.”
Building something? Email realumargujjar@gmail.com and tell me about it.