[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]  ESCALÓN SUPERIOR [@tunerolambastic](/creator/twitter/tunerolambastic) on x 1868 followers Created: 2025-07-23 06:28:04 UTC in the Allora network, there are three key roles, workers, reputers, and consumers grab a seat with coffee or kunu, wether you are LAPO or NEPO depends on and listen to how they each play a part -> Workers are the brains behind the operation, they generate AI powered predictions, or what we call inferences. There are actually two kinds of inferences workers can produce: (First), they can predict the actual target variable (the thing everyone wants to know) (Second), they can forecast how well other workers predictions are likely to perform, these are called forecasted losses essentially -> Reputers step in to evaluate how good those predictions actually were, once the real answer (the ground truth) comes in, reputers compare it to the workers inferences and score them then they earn rewards based on how well their assessments align with others and how much they’ve staked so basically, they’re the quality control layer, and their work provides the network’s economic security -> Consumers are the ones who actually use the predictions, they request inferences from the network and pay for them using tokens put all these parts together and we have our perfecto self improving AI @AlloraNetwork gML XXX engagements  **Related Topics** [coins ai](/topic/coins-ai) [brains](/topic/brains) [lapo](/topic/lapo) [superior](/topic/superior) [Post Link](https://x.com/tunerolambastic/status/1947906542721708182)
[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]
ESCALÓN SUPERIOR @tunerolambastic on x 1868 followers
Created: 2025-07-23 06:28:04 UTC
in the Allora network, there are three key roles, workers, reputers, and consumers
grab a seat with coffee or kunu, wether you are LAPO or NEPO depends on and listen to how they each play a part
-> Workers are the brains behind the operation, they generate AI powered predictions, or what we call inferences.
There are actually two kinds of inferences workers can produce: (First), they can predict the actual target variable (the thing everyone wants to know)
(Second), they can forecast how well other workers predictions are likely to perform, these are called forecasted losses essentially
-> Reputers step in to evaluate how good those predictions actually were, once the real answer (the ground truth) comes in, reputers compare it to the workers inferences and score them then they earn rewards based on how well their assessments align with others and how much they’ve staked so basically, they’re the quality control layer, and their work provides the network’s economic security
-> Consumers are the ones who actually use the predictions, they request inferences from the network and pay for them using tokens
put all these parts together and we have our perfecto self improving AI @AlloraNetwork
gML
XXX engagements
