AI-automatedresearch

AI just disproved an 80-year-old Erdős conjecture and beat Strassen's 56-year-old matrix multiplication record.

If AI can do research at this level, markets should be next.

Can AI automate quant research?

AlphaStone runs a non-stop research loop. Autonomous AI proposes strategy changes, backtests them after fees and slippage, and keeps what improves. It's a closed loop, fully automated. The strategies it develops are traded systematically by algorithms.

Read thesisView research record

AI researches. Algorithms trade.

Instead of asking a language model to make each trading decision, AlphaStone uses AI to develop strategies with explicit rules. Candidates that improve go through human review and out-of-sample testing, and approved strategies are run by live algorithms.

  1. AI research

  2. Human review

  3. Live algorithmic trading

Published results are shown here. The research record lists all available runs in chronological order.

Calendar year returns

Model 5.5 vs. S&P 500

Return table

AI researches in a loop, proposing new signals and strategies.

Each experiment builds on the last, so the research compounds recursively.

Humans validate the results out of sample and decide what advances.

What gets approved goes live, traded systematically by algorithms.

AI-automated research

Event-driven, multi-timeframe