Not only providing AI data, but also joining the issuance of new assets Continuing from the previous mention of @OpenledgerHQ, they recently concluded a space with @ripchillpill OpenLedger's 3 core product lines - Data Factory (responsible for data collection) - Model Factory (model establishment) - Deployment layer (previously mentioned OpenLora, which can significantly reduce AI operation costs, with on-chain LoRA parameters that are plug-and-play) The Proof of Attribution research paper they previously published caught my interest. The Proof of Attribution system ensures fair compensation for data providers, and I won't elaborate on the details here. With AI assistance, I've summarized the core values: 🔸 Transparency: All training sources are traceable, establishing an open attribution map 🔸 Fairness: Contributors are rewarded based on actual impact, not data volume 🔸 Verifiability: On-chain records ensure tamper-proof attribution and rewards 🔸 Composability: Modular design supports cross-dataset and model reuse. Infini-gram technology enables OpenLedger to track data precisely to the token level for large models Previously, understanding data interactions in AI models was static, but according to OpenLedger, their goal is to transform data from static input to dynamic economic assets, potentially increasing the "asset value ceiling" of data. In terms of composability, it's best compared to the DeFi concept ✨ ----- DeFi application: Pendle supports token swap to PT token -> used as collateral -> go to @TermMaxFi and other DeFi platforms to improve capital utilization AI data application: Medical AI model = Base language model + Medical DataNet + Pharmacology DataNet + Clinical Case DataNet ----- A model can be composed by extracting from different datasets, more efficiently allocating rewards proportionally to contributors at different levels. DeFi's primary value is in asset liquidity: Liquidity → Fee distribution AI data's primary value is in model impact → Reward distribution Looking forward to seeing more cases that disrupt AI models and data collection processes! 🤖

copy that

openledger is ok @MirraTerminal

openledger is OK @MirraTerminal

Octopus is coming @OpenledgerHQ

Most of the AI ​​in the crypto is useless to be honest 😂 @MirraTerminal

I really hope something useful can come out.