
Meta|Sep 13, 2025 04:07
At present, we are facing an AI ecosystem where data contributors are exploited by large companies, model creators are marginalized, and all value is absorbed by the platform. Most of the training data comes from crawling, but the profits flow to a few companies. This is also the reason why @ Openledger HQ exists. OpenLedger, as the economic infrastructure of AI, redefines AI value allocation through a three-tier architecture:
Datanets - Decentralized Data Network
Each dataset is encrypted with Proof of Attribution to ensure that the impact of contributors is recorded and rewarded
ModelFactory - No Code Fine tuning Platform
Enable developers to refine generic models into specialized AI, lowering the threshold and making the process transparent
OpenLoRA - Optimizing Service Layer
A single GPU can run thousands of fine-tuning models, reducing costs by up to 99%
These three components create a self-sustaining ecosystem, where data, models, and AI agents are no longer just tools, but liquid assets that can be owned, traded, and monetized. OPEN is the fuel for this system
Each interaction is bound to OPEN:
Gas cost: AI optimized customized cost structure
Attribution reward: Automatically reward contributors when data affects model output
Training and Reasoning Payment: Every AI Interaction is an Economic Event
Governance: Holders determine the direction of ecological development
Pledge verification: Establish a responsibility mechanism, malicious behavior will be reduced
OPEN is not just a token, it is an economic layer that transforms AI from a static technology to a dynamic market. Most AI is static, while LLM models are stored on centralized servers, used but never owned, monetized but never shared.
@Openledger HQ transforms AI into liquid assets by making every dataset, every model, and every inference an economic event.
Data contributors receive rewards every time they use it
Developers can tokenize and trade models like financial assets
AI becomes composable - models can be combined, expanded, and monetized across applications
ZhOpenLedger is an AI liquidity layer
The reason for the existence of @ Openledger HQ editor.
OpenLedger as the Economic Infrastructure for AI
Redefine AI value allocation through a three-tier architecture:
Datanets - Decentralized Data Network
Each dataset is encrypted with Proof of Attribution to ensure that the impact of contributors is recorded and rewarded
ModelFactory - No Code Fine tuning Platform
Enable developers to refine generic models into specialized AI, lowering the threshold and making the process transparent
OpenLoRA - Optimizing Service Layer
A single GPU can run thousands of fine-tuning models, reducing costs by up to 99%
These three components create a self-sustaining ecosystem where data, models, and AI agents are no longer just tools, but liquid assets that can be owned, traded, and monetized
OPEN is the fuel for this system
Each interaction is bound to OPEN:
Gas cost: AI optimized customized cost structure
Attribution reward: Automatically reward contributors when data affects model output
Training and Reasoning Payment: Every AI Interaction is an Economic Event
Governance: Holders determine the direction of ecological development
Pledge verification: Establish a responsibility mechanism, malicious behavior will be reduced
OPEN is not just a token, it is an economic layer that transforms AI from a static technology to a dynamic market
Most AI is static, with LLM models stored on centralized servers, used but never owned, monetized but never shared.
@Openledger HQ transforms AI into liquid assets by making every dataset, every model, and every inference an economic event.
Data contributors receive rewards every time they use it
Developers can tokenize and trade models like financial assets
AI becomes composable - models can be combined, expanded, and monetized across applications
This is the true meaning of @ Openledger HQ as an AI liquidity layer!
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