Markets we study

Crypto is where we started. The same AI and risk methods apply across every liquid market, and we also study how they affect each other.

Crypto

Bitcoin, Ethereum, altcoins, DeFi and on-chain data.

Forex

Major and minor pairs, carry trades, central bank decisions and news-driven volatility.

Stocks and indices

Equity factors, index momentum, earnings reactions and market regimes.

Commodities

Gold, oil and other commodities as inflation and risk hedges.

Rates and bonds

Yield curves and interest-rate expectations that drive currencies and risk assets.

Cross-market signals

How the dollar, yields, gold and crypto move together, and when those links break.

What we research

Every project ships with code, data sources and the failed attempts too.

Price and volatility forecasting

Transformers, state-space models and classical GARCH, compared on the same walk-forward split across crypto, forex and equities.

On-chain analytics

Wallet flows, exchange reserves and MEV signals turned into features and tested for real predictive value.

Risk and portfolio construction

Position sizing, drawdown control and correlation regimes for volatile assets.

DeFi and market microstructure

Liquidity, slippage and AMM pricing, plus how to spot manipulated pools.

LLM agents for finance

Where language models help with research and where they confidently get it wrong.

Backtest integrity

Look-ahead bias, overfitting and survivorship checks. Every result gets audited by another member.

Research feed

Sample entries. Replace these with your own as you publish.

  • Does funding-rate skew predict short-term reversals in BTC and ETH?Quant study
  • Walk-forward benchmark: LSTM vs GARCH on crypto volatilityBenchmark
  • Detecting wash trading in small-cap DEX poolsOn-chain
  • Do interest-rate differentials still predict currency moves? A carry-trade study on major forex pairsForex
  • Gold, the dollar and Bitcoin: when do they move together?Cross-market
  • A plain-language guide to position sizing for new tradersGuide