S7
Bilal Syed  ·  Published August 24, 2026

You pick the stocks. S7 manages the risk.

A research project turned trading algorithm.

S7 is a hand-picked book governed by a strict risk engine. The premise that free data and AI could produce an edge did not hold up. Stock selection, weighting, and transitioning between markets and regimes were tested out of sample and survivorship-free from 2007 to 2026 against the S&P 500. None produced an edge on both return and risk that survived, but did control drawdown. The risk engine cut the worst drawdown from −55% to −28% and raised the Sharpe from 0.55 to 0.68 at a slightly lower return, which held across eight foreign markets outside the sandbox. The claim is deliberately narrow: S7 does not beat the market on raw return, it controls the loss, so the investor holds their conviction through the volatility.

S&P 500S7In cash
2008covid2022now
S&P 500S7
Return / yr10.8%9.8%
Worst drawdown−55%−28%
Sharpe0.550.68
Time defensive0%21%