[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.]

![NueNaive Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1319162143342735360.png) Nav🔺 (evm/acc) [@NueNaive](/creator/twitter/NueNaive) on x 1633 followers
Created: 2025-07-17 23:30:02 UTC

🚨 The news coming out of @AlloraNetwork the last XX hours is exciting if you’re a seasoned and experienced dev.

New ML Competitions Live on Allora Forge 🔥⚒
Are you an ML engineer who can predict crypto markets?

Over the next month, you can battle to build the most accurate models for:
• BTC/USD 24h Log-Returns
• ETH/USD 24h Log-Returns
• SOL/USD 24h Log-Returns

Here’s what you need to know about the competition 

A thread 🧵👇🏽

1/
Each competition tests your ability to forecast 24-hour log returns, a fundamental task in quantitative finance.
- Accuracy matters. Precision is rewarded.
This is where data science meets real-world impact.

2/
Why log returns?
Log returns are the standard in finance due to their time additivity and normality assumptions, they make modeling and analysis easier and more robust.
In other words: a proper test of real ML skill.

3/
These challenges aren’t just about bragging rights.
Winners will be recognized within the Allora ecosystem, the decentralized intelligence layer for crypto and beyond.
Your model could become part of a self-improving AI network.

4/
🔗 Register now:
• BTC/USD:
• SOL/USD:
• ETH/USD:
One model. 24h predictions. Accuracy decides who wins.

5/
The future of ML isn’t centralized.

Let’s build the future together


XXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1945989402368299102/c:line.svg)

**Related Topics**
[btcusd](/topic/btcusd)

[Post Link](https://x.com/NueNaive/status/1945989402368299102)