Brummel c8c34c72e7 plan: 0097 IS-refit walk-forward over a loaded blueprint
Four tasks, one iteration: (1) the windowed IS-sweep + OOS-run helpers +
blueprint_walkforward_family (mirrors the hard-wired Stage1R walkforward arm one
substitution deep — loaded blueprint via blueprint_axis_probe); (2) the
--axis/--select parse grammar + IO wrapper (persist via put_blueprint +
append_family, content-addressed like aura mc) + the .json walkforward dispatch
arm; (3) the reproduce_family_in WalkForward branch (persist+reproduce land
together); (4) the E2Es (persist shape, reproduce bit-identical, no-axis reject,
malformed-safety) + the full clippy/suite gate.

Panic-safety: blueprint_sweep_over returns Result<_, BindError> (user --axis
fallible); a bad axis → clean in-closure exit 2 (mirrors the hard-wired arm's
select_winner handling), never a panic. reduce-mode members carry R-metrics (no
raw pip curve) → empty stitched equity, oos_r is the meaningful summary (C10
R-first). Closes the World/C21 milestone's last piece.

refs #173
2026-07-01 15:30:59 +02:00
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