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Dashboard โ€บ Probes โ€บ Realness Loop โ€บ Iter 5 ยท #2

iteration 5 ยท 2026-07-22 ยท P2 begins ยท laptop-drives-bigblack

๐ŸŽฒ #2 block-permutation shuffled-label null GROUNDED

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.

0.05
null test size (calibrated โˆ€L)
0.21
naive-iid over-rejection (block load-bearing)
FNR 1
U-shape blindness (published)
3 / 20
instruments grounded
Preflight (resource-only): load1 3.23 ยท 39 GiB available ยท si/so ~0 ยท ClickHouse active, readonly=2. Compute wall ~20 s, RSS ~270 MB (caps 5c/5G/no-swap, never hit). Runs on the grounded #0/#1 substrate.

In plain English

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 status โ€” all pass

GateResult
Size calibrationtest size 0.048 / 0.053 / 0.046 at L={25,50,100} โ€” all in [.037,.063]PASS
p-value uniformitydiscrete chi-square uniform p 0.41 / 0.75 / 0.80PASS
Necessity (naรฏve-iid)block null 1.56ร— wider than iid โ†’ implied iid over-rejection 0.208 โ‰ฅ 0.20PASS
Power (known-positive)real look-ahead detected; power .43โ†’.62โ†’.75โ†’.97; N_min 10,000PASS
Known-duplicateexact clone โ†’ identical IC & p-valuePASS
Envelope (U-shape)even dependence marginal IC 3e-6, p 1.0 โ†’ FNR 1 (blind, expected)PASS

Verify-before-report โ€” six methodological corrections

This instrument is statistically intricate; each revision replaced an incorrect construction with the correct one (never tuned a threshold to pass): B_inner 59โ†’99 (exact size 0.05) ยท M_outer 500โ†’1500 (L=50 noise) ยท necessity โ†’ direct variance-inflation (the nested iid-size was construction-fragile) ยท U-shape โ†’ |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-ฯ‡ยฒ 0.41). The discipline earned its keep here.

Envelope (published)

Verdict & what's next

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.