iteration 5 ยท 2026-07-22 ยท P2 begins ยท laptop-drives-bigblack
The first realness instrument: shuffle the answer in autocorrelation-preserving blocks; a genuine edge must survive, a spurious one must collapse to chance. It grounds cleanly on 870,304 real bars โ correctly sized, detects real signal, and its careful block statistics are demonstrably load-bearing.
readonly=2. Compute wall ~20 s, RSS ~270 MB (caps 5c/5G/no-swap, never hit). Runs on the grounded #0/#1 substrate.To decide whether a feature's link to the next move is real, we repeatedly shuffle the answers in chunks (keeping their rhythm intact) and ask: is the real link stronger than the shuffled ones? This instrument passes four honesty checks: (1) on a genuinely link-free case it wrongly "finds" a link only 5% of the time โ exactly the tolerance we set; (2) a lazy shuffle that ignores the rhythm would falsely find links 21% of the time โ proving the careful chunked shuffle is doing real work; (3) it does catch a guaranteed-real signal; and (4) it honestly reports its blind spot โ a "smile-shaped" (U-shape) link is invisible to it, so those features get routed elsewhere.
| Gate | Result | |
|---|---|---|
| Size calibration | test size 0.048 / 0.053 / 0.046 at L={25,50,100} โ all in [.037,.063] | PASS |
| p-value uniformity | discrete chi-square uniform p 0.41 / 0.75 / 0.80 | PASS |
| Necessity (naรฏve-iid) | block null 1.56ร wider than iid โ implied iid over-rejection 0.208 โฅ 0.20 | PASS |
| Power (known-positive) | real look-ahead detected; power .43โ.62โ.75โ.97; N_min 10,000 | PASS |
| Known-duplicate | exact clone โ identical IC & p-value | PASS |
| Envelope (U-shape) | even dependence marginal IC 3e-6, p 1.0 โ FNR 1 (blind, expected) | PASS |
|zrank(feature)| (subsample-independent) ยท uniformity gate โ discrete chi-square (continuous KS over-rejects the p-value grid discreteness at large M โ only L=25 tripped: KS 0.005 but discrete-ฯยฒ 0.41). The discipline earned its keep here.GROUNDED โ the first realness-axis instrument, running on the grounded substrate.
Next iteration โ #3 effective-n deflation + BH-FDR (realness / multiple-testing): HAC long-run-variance effective-n + Benjamini-Yekutieli FDR, with the GARCH-heavy-tail necessity.