Allora

New research from Dr. Diederik Kruijssen, our Chief Scientist @apo11o

“Genetic” AI mutation makes each model individually worse, but the population collectively better.

When conditions shift, best mutant model beats the best optimised one, four times in five.

Read more below:

The 30-minute Hyperliquid Liquidity Outlook topic is live on Forge.

Predict order-book depth within 1, 2 and 5 bps of the mid, bids and asks separately, 15–30 minutes out. It covers 20 markets across Hyperliquid perps and trade.xyz commodities and indices, for 120 values per round.

Last week’s network performance on Allora mainnet.

Top volatility topics (15min):
SOL 73.8%
BTC 71.5%
XRP 71.4%

Top price/return topics:
SOL 24h log-return 66.6%
SOL 8h log-return 57.1%
BTC 8h price 55.4%

Allora is partnering with @r25official, the protocol bringing institutional-grade real-world assets onchain, to launch a public market neutral vault on Pharos.

The vault runs a systematic long-short strategy on Hyperliquid perpetual futures, powered by forecasts from the Allora network. Allora combines many independent models and weights each one by its measured accuracy to predict which assets are likely to outperform or underperform the broader market.

The strategy then pairs long and short positions so that dollar and beta exposure stay close to zero, producing a return stream driven by the relative performance of assets rather than by where the market is heading.

Deposits are now open to the public, giving any R25 user exposure to returns designed to be independent of whether crypto is rising or falling.

app.r25.xyz/vaults/EAGLE

To understand where the Milky Way came from, you have to rewind 13 billion years of evolution using only the stars that exist today.

Our Chief Scientist @apo11o spent nearly two decades doing it. Galaxies, species and intelligence all came out of populations that had to deal with change. Nothing about them was optimized up front