FALKEN–9 C64 / NEURAL GAME

Study006 — Router usefulness: membership, order and gates

Frozen5195-byte packet SHA-256 fe180f8a931f9d92d8aa39da337bc819d0dbe4e6d971edcba00324fbc18a91c1. Host-only analysis. No deployed model/game changes.

Gates and interpretation

Exact replay:627 actual-target fixtures,13167 complete stage vectors,5643 logit scalars. Composed complete-set/legal/tie outcomes exact on4520 raw boards. This reuses saved target evidence, not new target execution/performance. Additional unselected experts evaluated offline only; baseline observation placeholders are not measured zero activity. Selected zero gate remains a real executed expert.

Scores encode >=0 optimal-set membership, not categorical preferences or probabilities. Wrapper canonicalization, legal masking, full-set inverse and raw tie order are fixed non-neural. All finite boards were previously trained/audited;372/121/134 folds are probe/selection confirmation, not novel-domain generalization. Interventions are OOD and preserve native integer rounding, clamps and accumulation. No strategy labels inferred from damage.

Measured overview

Actual cases and counterexamples

Pair controls and findings

Same-board expert outputs remain fixed for all six declared pair memberships. Each pair is ordered by receiver router score (low-ID ties), then receives native selected-score renormalization, receiver actual slot gates or uniform gates. Reversing pair and gates jointly is a pure-order control; reversing only pair is a gate-assignment intervention. Natural donors match fold, ply/side and own/opponent corner-edge-center counts; unmatched receivers remain no-op and coverage is separately reported in donors.json. Gate donors with same ordered route separate gating from pair choice.

Actual gates:0/627 errors. Uniform actual pair:194/627; pair-only reversal:291/627. All six renormalized pairs exactly preserve full sets on19/627 boards; at least one pair on627/627. Best/worst are hindsight outcome bounds, not alternative trained policy choices. Training-selected fixed pair[2, 3], confirmation metrics below.

Intervention Empty Nonoptimal nonempty Full-set changes Optimal tie changes Raw chosen errors /4520
actual 0 0 0 0 0
reverse-pair-and-gates 0 0 0 0 0
reverse-pair-only 147 144 467 58 2154
actual-uniform 86 108 359 48 1420
pair-01-renormalized 89 126 352 36 1615
pair-01-actual-slot 113 126 370 31 1779
pair-01-uniform 54 180 499 57 1729
pair-02-renormalized 69 55 245 35 934
pair-02-actual-slot 65 65 265 35 984
pair-02-uniform 61 158 459 73 1616
pair-03-renormalized 48 90 253 30 1043
pair-03-actual-slot 47 95 270 35 1076
pair-03-uniform 65 156 414 51 1665
pair-12-renormalized 104 70 314 70 1262
pair-12-actual-slot 111 71 325 66 1335
pair-12-uniform 130 147 483 50 2035
pair-13-renormalized 90 130 321 22 1623
pair-13-actual-slot 80 134 322 32 1602
pair-13-uniform 119 166 486 57 2102
pair-23-renormalized 22 85 192 7 737
pair-23-actual-slot 20 91 195 10 760
pair-23-uniform 90 135 401 73 1563
natural-alternative-pair-donor 61 98 273 37 1223
natural-alternative-pair-renormalized 47 72 214 28 967
natural-alternative-pair-actual-slot 63 104 278 37 1289
natural-same-pair-gate-donor 3 13 38 6 127
natural-same-pair-gate-renormalized 0 0 0 0 0
natural-same-pair-gate-actual-slot 0 0 0 0 0

Matched tactical versus neutral confirmation (training-selected fixed pair)

Repeated donors/neutral boards are not independent. Zero matched support remains unavailable; matching is not relaxed.

Task Fold Positive candidates Matched pairs Unique neutral Positive errors Neutral errors
has_win 0 181 98 30 21 9
has_win 1 65 13 9 1 0
has_win 2 75 23 12 2 3
must_block 0 91 52 32 12 10
must_block 1 22 6 6 1 1
must_block 2 20 2 2 0 0
has_fork 0 15 4 2 1 0
has_fork 1 5 1 1 0 0
has_fork 2 6 4 3 0 0

The matched contrasts quantify selective task effects relative to broad damage, but do not establish a named detector or causal strategy circuit. Offline all-expert computation2508 vs1254 normal outputs is additional work.

Reproduction and evidence

Run OMP_NUM_THREADS=1 OPENBLAS_NUM_THREADS=1 PYTHONDONTWRITEBYTECODE=1 PYTHONPATH=ARCHIVE_ROOT SOURCE_ROOT/.venv/bin/python research678_run.py 006 --out <fresh-directory>. This historical interpreter path supplies dependencies only. Local falken9/scripts imports must resolve inside the isolated snapshot. verification-study006.json records fresh-directory byte equality and preservation. Bundles exclude model binaries, ROMs, secrets, environments and caches; a hash-matching original packet and target fixtures are prerequisites. No external writes or notifications.