These notes are public samples of the research that powers AetherForge. They describe methodology and general findings; full datasets, parameter tables, and notebooks are part of the early-access product. Everything here is educational research — not financial advice.
Immutable raws, point-in-time correctness, venue-aligned references, documented gaps, versioned derivations, deterministic replays — the six engineering principles every AetherForge result is built on.
June 2026 · Methodology
Look-ahead bias, survivorship, fee fantasy, regime overfitting, multiple testing, and capacity illusions. The six failure modes that make most published crypto backtests untrustworthy, and the concrete controls AetherForge applies by default.
June 2026 · Methodology
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