29% Exposure – 1.66 Sharpe – 32% Max Drawdown (2018–2026) Most crypto backtests lead with absurd equity curves. This one doesn’t. Let’s start with what actually matters: CAGR is 67.7%, but that’s not the point. The point is return per Read more
Executive summary This post documents a systematic backtest run on 9 crypto assets from the PAXOS exchange, including Bitcoin (BTC), using hourly data and a multi-signal technical framework combining Bollinger Bands, Ichimoku, and Chande Oscillator logic. Between January 2022 and Read more
TradingAgents: Multi‑Agents LLM Financial Trading Framework I recently came across a paper circulating on X: “TradingAgents: Multi‑Agents LLM Financial Trading Framework”. At first glance, it’s exciting. Multi‑agent systems, large language models, finance – all the right buzzwords. I wanted it Read more
This post reports on a backtest of the systematic strategy “World 1D” over US and European equity universes (7,666 symbols), on a daily timeframe, across roughly 10 years of historical data. Over that backtest window the strategy produced a CAGR Read more
This page has moved. Our free community channels (Telegram, Discord, X/Twitter) and the full bilingual disclaimer are now on the /community/ page. KreamEdge publishes systematic strategy backtests and market analytics for educational purposes only — not personalised investment advice. Past Read more
This post reports a backtest of a systematic 1-hour strategy on a panel of EUR-quoted equities. The run parameters and headline result metrics are shown below. This is a historical backtest, published for informational and educational purposes only — not Read more
Disclaimer. Content on KreamEdge is published for informational and educational purposes only. Backtest results and strategy outputs do not constitute personalised investment advice nor an invitation to buy or sell any financial instrument. Past performance is not indicative of future results. Financial markets involve risk of partial or total capital loss. Each reader is solely responsible for their investment decisions and risk management. Full bilingual disclaimer on the community page.