These ten guides are the per-target-family deep reference for AI Studio, a companion to the Fusion AI Studio & ONNX User Guide (which covers the full workflow and all families at a summary level). Each guide goes deep on ONE answer family: the exact target-column token grammar (e.g. Target_ATRBarrierDirection_H20_ATR14_M1p0), what the model output means, the family-specific user traps, and a step-by-step walkthrough.
General guidance only. Model outputs and trading results may differ. Not financial advice — informational and educational use only.
Signed regression — how far price moves over the horizon.
Read →Return scaled by volatility so models compare apples to apples.
Read →Up, down, or neither — and why the neither class matters.
Read →Which barrier gets hit first — stop or target.
Read →The simplest binary question, with its hidden traps.
Read →Does a swing turn form within the horizon.
Read →Does price snap back toward its anchor.
Read →How rough the road ahead is — regardless of direction.
Read →Log-scaled regression targets for compounding-aware modeling.
Read →Low, normal, or high volatility classification.
Read →See also: the interactive teaching lab — a visual target-family simulator and workflow walkthrough.