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![Wangsamuels Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1324351412172660737.png) Wang Samuel [@Wangsamuels](/creator/twitter/Wangsamuels) on x XXX followers
Created: 2025-07-26 04:06:12 UTC

Not all heroes build models.

Some just know who’s getting it right consistently.

On @AlloraNetwork, Forecasters are the underrated backbone of decentralized AI:

🧠 They don’t generate predictions.
📊 They score the people who do.

Every Forecaster runs models to predict the accuracy of other model providers.
That’s right, they forecast the forecasters.

🔸 Use XGBoost, LightGBM, or your own pipeline
🔸 Pull on-chain data indexed from Postgres
🔸 Run scoring logic based on performance metrics (MAE, RMSE, R²...)
🔸 Help the network weight high-quality inferences higher in final consensus

→ Why it matters?

In traditional systems, reputation is subjective.
In Allora, it’s modeled, measured, and rewarded.

Decentralized intelligence isn’t just about generating signals, it’s about curating trust in who produces them.

Forecasters = the meta-intelligence layer of Web3.

![](https://pbs.twimg.com/media/GwwW98CXEAAFKPs.jpg)

XXX engagements

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**Related Topics**
[accuracy](/topic/accuracy)
[coins ai](/topic/coins-ai)
[decentralized](/topic/decentralized)

[Post Link](https://x.com/Wangsamuels/status/1948958004788748546)