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Out-of-Sample (OOS) Gate

Contract

research/oos.py is a hard gate: out-of-sample failure ⇒ candidate

REJECTED, regardless of in-sample performance. There is no override path in

the pipeline.

Floors (model lifecycle validation)

MetricFloor
macro-F1 (OOS)≥ 0.34
balanced accuracy≥ 0.34
calibration error (ECE)≤ 0.15
minimum evidence≥ 100 rows

Evidence the gate bites

The 70D liquidity candidate — the most heavily engineered research series in

the repository — was rejected by this exact gate (OOS NOT_ELIGIBLE) after

real-data walk-forward and shadow benchmarks came back negative/inconclusive.

A gate that rejects nothing is decoration; this one has a public rejection on

its record. See Project Status and

docs/TASK-05-70D-SHADOW-FINAL.md.

Temporal OOS protocol

Temporal splits only (timestamp-ordered); the last period is held out;

freeze/re-verify is used for forward tests (research/forward_test.py):

capture frozen fingerprints at cutoff, stream only timestamp > cutoff, then

re-verify the freeze after the run.