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![adex4me Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::284429870.png) KENASH ˢᵀ 👁️🇦🇺 [@adex4me](/creator/twitter/adex4me) on x 3393 followers
Created: 2025-07-22 19:26:53 UTC

Allora as a Mirror Protocol for Human Bias

What if Allora isn’t just about better predictions What if it’s about exposing how humans suck at forecasting?

Most protocols try to replace humans.
Allora? It benchmarks us.

Here’s how:
•In every topic (price, sentiment, volatility), Allora models compete.
•Their accuracy is measured transparently, on-chain.
•These models aren’t just artificial many are trained by human assumptions.

This creates a rare opportunity
Allora becomes a bias detector.

If your model underperforms Allora’s collective output consistently,
you’re not just wrong you’re predictably wrong.

![](https://pbs.twimg.com/media/GwfDVb3XQAII7L6.jpg)

XXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947740148797739172/c:line.svg)

**Related Topics**
[onchain](/topic/onchain)
[volatility](/topic/volatility)
[Sentiment](/topic/sentiment)
[protocol](/topic/protocol)

[Post Link](https://x.com/adex4me/status/1947740148797739172)

[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.]

adex4me Avatar KENASH ˢᵀ 👁️🇦🇺 @adex4me on x 3393 followers Created: 2025-07-22 19:26:53 UTC

Allora as a Mirror Protocol for Human Bias

What if Allora isn’t just about better predictions What if it’s about exposing how humans suck at forecasting?

Most protocols try to replace humans. Allora? It benchmarks us.

Here’s how: •In every topic (price, sentiment, volatility), Allora models compete. •Their accuracy is measured transparently, on-chain. •These models aren’t just artificial many are trained by human assumptions.

This creates a rare opportunity Allora becomes a bias detector.

If your model underperforms Allora’s collective output consistently, you’re not just wrong you’re predictably wrong.

XXX engagements

Engagements Line Chart

Related Topics onchain volatility Sentiment protocol

Post Link

post/tweet::1947740148797739172
/post/tweet::1947740148797739172