XYPHERS LOCAL-FUTURE-TEST EXPECTED RESULTS Small exhaustive classifier Domain: connected labelled simple unit-weight graphs, N=3..6; every missing edge; tau=1..5. Connected graphs: 27,474 Graph-candidate-edge-horizon cases: 947,935 local > 0, global > 0: 919,585 local > 0, global < 0: 0 local <= 0, global > 0: 1,440 local <= 0, global < 0: 26,910 Node-level comparison record Node-graph-candidate-edge-horizon comparisons: 5,671,025 Individual negative endpoint-entropy changes: 772,758 N=7 exhaustive boundary Connected labelled graphs: 1,866,256 Graph-candidate-edge-horizon cases across tau=3,4,5: 56,779,632 Locally positive and globally negative: 117,180 At tau=3: 5,040 The stored notebook conflicts on the tau=4/tau=5 split. It is omitted. Minimum-degree-two boundaries N=7: 34,020 failures at tau=4; none at tau=3 or tau=5. N=8, tau=3: 169,488,200 connected graphs with minimum degree >=2; 1,952,212,864 locally positive graph-candidate-edge checks; 384,720 globally negative approvals. Restricted distance-three tree at tau=3 D=1,762; d_v=7; N=1,770 Phi0=-1.427676 (rounded) Phi1=+1.441751 (rounded) Affected-set sum=+0.01407462 Outside sum=-0.01419718 Global sum=-0.00012256 Numerical boundaries Small classifier sign tolerance: 1e-10. N=7 verifier sign tolerance: 1e-12, applied to the affected-set and graph-wide averages. N=8 verifier sign tolerance: 1e-12, applied to the affected-set and full-graph sums. The sign agrees with the corresponding averages because each denominator is positive; the units nevertheless differ.