iteration 20 ยท 2026-07-23 ยท conditional axis opens ยท laptop-drives-bigblack
Does the feature carry forward information beyond the shipped set S โ including interaction-only signal with zero marginal IC? This is the question rank-IC, IC-decay, MDA and quantile-monotonicity are all structurally blind to. The KSG/FrenzelโPompe k-NN CMI + Runge local-permutation null. Bounded slice: all 5 slice gates pass across 2 seeds; the iid/AR(1) FPR and high-dimensional-S Harden are deferred to the next firing under the compute cap.
readonly=2. 5c/5G/no-swap capped; single-thread BLAS. Slice staged read-only at /tmp/i11_slice.parquet.| Slice gate (ยง7 row 11) | Result (seeds 20260723 / 11) | Target | |
|---|---|---|---|
| Gaussian analytic recovery | max-err 0.010 / 0.005 nats | โค .02 nats | PASS |
| Admit (interaction-only) | CMI 0.312 / 0.351, z 27.5 / 33.4, p .0125 ยท marginal MI 0.041 / 0.049 โ 0 | pโคฮฑ, zโฅ3, ฮดโฅmin ยท margโ0 | PASS |
| XOR / interaction power | 1.00 / 1.00 | โฅ .8 | PASS |
| Nulls FPR (2 of 4) | block-perm-target 0.000 / 0.025, latent-common-cause 0.000 / 0.000 | โค ฮฑ (cc = critical no-FP) | PASS |
| Substitution (fโS redundant) | not-sig 1.00 / 1.00 | โฅ .95 | PASS |
Margins are wide, not knife-edge (admit z 27โ33 vs threshold 3; power 1.0; common-cause FPR exactly 0.0) โ seed-robustness is structural.
A conditional instrument only earns its slot if its KNOWN-POSITIVE is genuinely marginal-blind. Getting that construction right was the load-bearing fix of the slice:
f = gaussianise(Yยทsign(S) + 0.1ยทnoise) is CMI-significant โ but its marginal MI was 1.69 nats: it also carries Y's magnitude unconditionally, which rank-IC would already catch. Not a clean interaction-only case.f = gaussianise(sign(Y)ยทsign(S) + 0.6ยทnoise). Marginalising over S the sign-product decouples โ f โฅ Y unconditionally (marginal MI collapsed to 0.04); conditional on S, f pins down sign(Y) โ I(f;Y|S) > 0 (CMI 0.31, z 27). Exactly the class flagged FNR=1 by the #4/#5/#7/#19 envelopes and routed here.S=Z captures it, I(f;Y|S) must be 0. Built from real bins (Z = a real feature; f=Z+noise, Y=Z+noise, S=Z), the local-permutation test false-positives in 0.0 of reps both seeds โ because permuting f only among its S-neighbours preserves P(f|S). A global shuffle would manufacture false positives here; the Runge local null is load-bearing.The local-permutation null costs B CMI evaluations per test (each CMI = 3 cKDTree builds + n radius queries), multiplied across FPR reps and four null archetypes. Two ยง7 items carry forward under the frozen 5c/5G cap:
Only after both clear (with a seed sweep) does #11 earn a terminal GROUNDED row. This checkpoint freezes the estimator + Gaussian recovery + interaction admit + XOR power + 2 key nulls + substitution as done and reproducible.