[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]  Peter Brandt [@PeterLBrandt](/creator/twitter/PeterLBrandt) on x 803.6K followers Created: 2025-07-13 21:06:23 UTC The truth about back-testing as I understand from real quants at firms such as Renaissance, Goldman, etc X. Backtesting a discretionary approach is impossible X. An approach with even XX% discretionary filtering is discretionary X. Purely systematic approaches not back tested against every possible in-sample and out-of-sample data are untrustworthy X. Only forward testing with pre-entered orders producing hundreds of trades with outcomes subjected to rigorous metrics is reliable. Everything else is a lie XXXXXXX engagements  [Post Link](https://x.com/PeterLBrandt/status/1944503696726876434)
[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]
Peter Brandt @PeterLBrandt on x 803.6K followers
Created: 2025-07-13 21:06:23 UTC
The truth about back-testing as I understand from real quants at firms such as Renaissance, Goldman, etc X. Backtesting a discretionary approach is impossible X. An approach with even XX% discretionary filtering is discretionary X. Purely systematic approaches not back tested against every possible in-sample and out-of-sample data are untrustworthy X. Only forward testing with pre-entered orders producing hundreds of trades with outcomes subjected to rigorous metrics is reliable. Everything else is a lie
XXXXXXX engagements
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