ResultRow-and-column n-tuple network trained by temporal-coherence TD on the Rust engine, screened as the leaf of the depth-3 seven-stratum fair search
Held-out screen, 256 never-read paired public-development games (0xa52f2140+): the frozen n-tuple tables as the leaf of the depth-3 seven-stratum fair search averaged 484,577 points and 140.21 moves against 314,438 points and 92.58 moves for the identical search with the frozen fair leaf: paired +170,139 points (bootstrap 95% lower bound +130,499, Student-t lower bound +130,560, upper bound +209,881, detection floor 39,440), W-T-L 167-0-89, halves +198,575 / +141,704, lower quartile 212,820 vs 175,832, moves +47.63.
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Technical recordMetrics, gate checks and limitations
Held-out screen, 256 never-read paired public-development games (0xa52f2140+): the frozen n-tuple tables as the leaf of the depth-3 seven-stratum fair search averaged 484,577 points and 140.21 moves against 314,438 points and 92.58 moves for the identical search with the frozen fair leaf: paired +170,139 points (bootstrap 95% lower bound +130,499, Student-t lower bound +130,560, upper bound +209,881, detection floor 39,440), W-T-L 167-0-89, halves +198,575 / +141,704, lower quartile 212,820 vs 175,832, moves +47.63. The preregistered gate PASSES. Against the program's standing reference, the fair leaf at depth 4 on the same seeds (377,803 points), the candidate is +106,775 paired (bootstrap LB +62,574, UB +151,706, W-T-L 160-0-96); diagnostic only. The same tables played directly one ply averaged 281,441 points, -32,997 paired against fair-d3s7 (LB -58,536); diagnostic. Fair-d4s7 minus fair-d3s7 on these seeds: +63,365 (LB +31,538). Candidate: the tables of the main run's validation point at 1,400,240,319 training moves (layout rows,cols,win23,win32,phase=all, alpha 1.0, selected from six pilot arms by the preregistered rule with a final validation margin of +123,950), whose paired margin on the 64-game training-role validation block was +270,023; SHA-256 0ade9d4e4080ebdd52a1474b1a13410dc8dfb77f5eba24b078aa7703c92ace0b. Main run: 4,000,004,271 training moves, 45,852,198 games, 20 validation points, mean 1,956,636 moves per second. Mechanism ablation (pilot, windows-only arm E): final validation margin -83,261 against the full layout's +95,051 (arm A) and +123,950 (arm C, selected). Training-signal check: at least one validation point of the main run had a positive paired margin.
- ✓All CHECK gates passed before the first training seed was read — observed: 15 gate lines, all PASS
- ✓Every validation artifact and the screen artifact have illegalDecisions 0 and incompleteDecisions 0 — observed: main validations illegal 0 / incomplete 0; screen arms candidate-d3s7: 0/0, candidate-1ply: 0/0, fair-d3s7: 0/0, fair-d4s7: 0/0
- ✓bootstrap 95% lower bound of candidate-d3s7 minus fair-d3s7 > 0 — observed: 130499.0115234375
- ✓Student-t 95% lower bound > 0 — observed: 130559.5594985295
- ✓paired mean delta > 0 in both halves — observed: [198574.609375, 141704.171875]
- ✓candidate-d3s7 Q25 >= fair-d3s7 Q25 — observed: [212819.75, 175831.5]
- ✓The screened candidate is the exact frozen best-weights.bin (SHA-256 recorded before the screen lease opened) — observed: 0ade9d4e4080ebdd52a1474b1a13410dc8dfb77f5eba24b078aa7703c92ace0b
Technical recordRecorded metrics
- games
- 256
- seedStartHex
- 0xa52f2140
- arms
- candidate-d3s7
- meanScore
- 484577.3867
- medianScore
- 407473.5000
- q25Score
- 212819.7500
- minScore
- 102,537
- maxScore
- 2,295,869
- sdScore
- 359272.8703
- meanMoves
- 140.2109
- q25Moves
- 65
- numberedClearsPerMove
- 2.1074
- coverRevealsPerMove
- 1.1899
- meanOccupiedCells
- 23.2670
- censoredGames
- 0
- illegalDecisions
- 0
- incompleteDecisions
- 0
- gamesAtOrAboveMillion
- 21
- meanWallSecondsPerGame
- 4.2907
- candidate-1ply
- meanScore
- 281440.7266
- medianScore
- 230849.5000
- q25Score
- 157750.5000
- minScore
- 85,331
- maxScore
- 815,564
- sdScore
- 164490.1308
- meanMoves
- 84.3047
- q25Moves
- 50
- numberedClearsPerMove
- 1.9217
- coverRevealsPerMove
- 1.0608
- meanOccupiedCells
- 24.2171
- censoredGames
- 0
- illegalDecisions
- 0
- incompleteDecisions
- 0
- gamesAtOrAboveMillion
- 0
- meanWallSecondsPerGame
- 0.0009
- fair-d3s7
- meanScore
- 314437.9961
- medianScore
- 250,821
- q25Score
- 175831.5000
- minScore
- 85,561
- maxScore
- 1,221,000
- sdScore
- 199663.2623
- meanMoves
- 92.5820
- q25Moves
- 55
- numberedClearsPerMove
- 1.9848
- coverRevealsPerMove
- 1.1026
- meanOccupiedCells
- 24.4343
- censoredGames
- 0
- illegalDecisions
- 0
- incompleteDecisions
- 0
- gamesAtOrAboveMillion
- 4
- meanWallSecondsPerGame
- 4.6279
- fair-d4s7
- meanScore
- 377802.6289
- medianScore
- 282076.5000
- q25Score
- 192561.5000
- minScore
- 102,904
- maxScore
- 1,794,652
- sdScore
- 276607.9151
- meanMoves
- 109.3359
- q25Moves
- 60
- numberedClearsPerMove
- 2.0492
- coverRevealsPerMove
- 1.1499
- meanOccupiedCells
- 23.7628
- censoredGames
- 0
- illegalDecisions
- 0
- incompleteDecisions
- 0
- gamesAtOrAboveMillion
- 9
- meanWallSecondsPerGame
- 182.2242
- contrasts
- candidate-d3s7-vs-fair-d3s7
- score
- n
- 256
- meanDelta
- 170139.3906
- pairedSd
- 383606.5536
- bootstrapLower95
- 130499.0115
- bootstrapUpper95
- 209881.3934
- studentTLower95
- 130559.5595
- detectionFloor
- 39439.5488
- wins
- 167
- ties
- 0
- losses
- 89
- firstHalfMeanDelta
- 198574.6094
- secondHalfMeanDelta
- 141704.1719
- q25Delta
- 36988.2500
- candidateQ25
- 212819.7500
- referenceQ25
- 175831.5000
- moves
- n
- 256
- meanDelta
- 47.6289
- pairedSd
- 106.0384
- bootstrapLower95
- 36.6639
- bootstrapUpper95
- 58.6172
- studentTLower95
- 36.6881
- detectionFloor
- 10.9021
- wins
- 164
- ties
- 9
- losses
- 83
- firstHalfMeanDelta
- 55.2969
- secondHalfMeanDelta
- 39.9609
- q25Delta
- 10
- candidateQ25
- 65
- referenceQ25
- 55
- candidate-1ply-vs-fair-d3s7
- score
- n
- 256
- meanDelta
- -32997.2695
- pairedSd
- 246695.1922
- bootstrapLower95
- -58536.1652
- bootstrapUpper95
- -7597.0516
- studentTLower95
- -58450.8338
- detectionFloor
- 25363.3494
- wins
- 114
- ties
- 0
- losses
- 142
- firstHalfMeanDelta
- -11748.5156
- secondHalfMeanDelta
- -54246.0234
- q25Delta
- -18,081
- candidateQ25
- 157750.5000
- referenceQ25
- 175831.5000
- moves
- n
- 256
- meanDelta
- -8.2773
- pairedSd
- 67.8083
- bootstrapLower95
- -15.2854
- bootstrapUpper95
- -1.2967
- studentTLower95
- -15.2737
- detectionFloor
- 6.9715
- wins
- 112
- ties
- 12
- losses
- 132
- firstHalfMeanDelta
- -2.3516
- secondHalfMeanDelta
- -14.2031
- q25Delta
- -5
- candidateQ25
- 50
- referenceQ25
- 55
- candidate-d3s7-vs-fair-d4s7
- score
- n
- 256
- meanDelta
- 106774.7578
- pairedSd
- 435009.0495
- bootstrapLower95
- 62574.2055
- bootstrapUpper95
- 151705.7729
- studentTLower95
- 61891.3100
- detectionFloor
- 44724.3679
- wins
- 160
- ties
- 0
- losses
- 96
- firstHalfMeanDelta
- 109211.3125
- secondHalfMeanDelta
- 104338.2031
- q25Delta
- 20258.2500
- candidateQ25
- 212819.7500
- referenceQ25
- 192561.5000
- moves
- n
- 256
- meanDelta
- 30.8750
- pairedSd
- 119.7043
- bootstrapLower95
- 18.6875
- bootstrapUpper95
- 43.2150
- studentTLower95
- 18.5241
- detectionFloor
- 12.3071
- wins
- 157
- ties
- 7
- losses
- 92
- firstHalfMeanDelta
- 31.5938
- secondHalfMeanDelta
- 30.1563
- q25Delta
- 5
- candidateQ25
- 65
- referenceQ25
- 60
- fair-d4s7-vs-fair-d3s7
- score
- n
- 256
- meanDelta
- 63364.6328
- pairedSd
- 311371.6478
- bootstrapLower95
- 31538.2639
- bootstrapUpper95
- 95448.5086
- studentTLower95
- 31237.8688
- detectionFloor
- 32012.8975
- wins
- 138
- ties
- 0
- losses
- 118
- firstHalfMeanDelta
- 89363.2969
- secondHalfMeanDelta
- 37365.9688
- q25Delta
- 16,730
- candidateQ25
- 192561.5000
- referenceQ25
- 175831.5000
- moves
- n
- 256
- meanDelta
- 16.7539
- pairedSd
- 84.5155
- bootstrapLower95
- 8.1170
- bootstrapUpper95
- 25.4572
- studentTLower95
- 8.0338
- detectionFloor
- 8.6892
- wins
- 132
- ties
- 11
- losses
- 113
- firstHalfMeanDelta
- 23.7031
- secondHalfMeanDelta
- 9.8047
- q25Delta
- 5
- candidateQ25
- 60
- referenceQ25
- 55
- candidate-d3s7-vs-candidate-1ply
- score
- n
- 256
- meanDelta
- 203136.6602
- pairedSd
- 359655.2798
- bootstrapLower95
- 167198.7932
- bootstrapUpper95
- 240597.7713
- studentTLower95
- 166028.0782
- detectionFloor
- 36977.0585
- wins
- 185
- ties
- 0
- losses
- 71
- firstHalfMeanDelta
- 210323.1250
- secondHalfMeanDelta
- 195950.1953
- q25Delta
- 55069.2500
- candidateQ25
- 212819.7500
- referenceQ25
- 157750.5000
- moves
- n
- 256
- meanDelta
- 55.9063
- pairedSd
- 99.8785
- bootstrapLower95
- 45.9451
- bootstrapUpper95
- 66.3281
- studentTLower95
- 45.6010
- detectionFloor
- 10.2688
- wins
- 179
- ties
- 8
- losses
- 69
- firstHalfMeanDelta
- 57.6484
- secondHalfMeanDelta
- 54.1641
- q25Delta
- 15
- candidateQ25
- 65
- referenceQ25
- 50
- layout
- rows,cols,win23,win32,phase=all
- alpha
- 1
- entries
- 1,000,000,000
- movesTotal
- 4,000,004,271
- gamesTotal
- 45,852,198
- wallSeconds
- 2468.6000
- meanMovesPerSecond
- 1956636.3300
- best
- moves
- 1,400,240,319
- artifact
- val-001400240319.json
- pairedDeltaD3
- 270022.7813
- ntupleD3Mean
- 607633.3750
- fairD3Mean
- 337610.5938
- validations
- movesTrained
- 200,027,819
- ntupleD3Mean
- 453535.5625
- directMean
- 248686.2188
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 115924.9688
- bootstrapLower95
- 46102.8594
- wins
- 41
- losses
- 23
- movesTrained
- 400,060,957
- ntupleD3Mean
- 473806.8906
- directMean
- 281009.3750
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 136196.2969
- bootstrapLower95
- 60912.2789
- wins
- 39
- losses
- 25
- movesTrained
- 600,095,322
- ntupleD3Mean
- 481647.8594
- directMean
- 281904.2500
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 144037.2656
- bootstrapLower95
- 70139.7203
- wins
- 40
- losses
- 24
- movesTrained
- 800,131,078
- ntupleD3Mean
- 491212.7813
- directMean
- 255970.2188
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 153602.1875
- bootstrapLower95
- 69106.0609
- wins
- 39
- losses
- 25
- movesTrained
- 1,000,167,066
- ntupleD3Mean
- 604501.7031
- directMean
- 302303.4375
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 266891.1094
- bootstrapLower95
- 158786.7648
- wins
- 44
- losses
- 20
- movesTrained
- 1,200,203,606
- ntupleD3Mean
- 474549.7031
- directMean
- 265703.8906
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 136939.1094
- bootstrapLower95
- 61272.7938
- wins
- 41
- losses
- 23
- movesTrained
- 1,400,240,319
- ntupleD3Mean
- 607633.3750
- directMean
- 323224.9219
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 270022.7813
- bootstrapLower95
- 165079.2219
- wins
- 47
- losses
- 17
- movesTrained
- 1,600,277,123
- ntupleD3Mean
- 509887.6719
- directMean
- 276702.4375
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 172277.0781
- bootstrapLower95
- 84741.3750
- wins
- 43
- losses
- 21
- movesTrained
- 1,800,315,771
- ntupleD3Mean
- 531421.6250
- directMean
- 319334.0156
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 193811.0313
- bootstrapLower95
- 107981.8070
- wins
- 41
- losses
- 23
- movesTrained
- 2,000,352,773
- ntupleD3Mean
- 593476.5781
- directMean
- 318354.1406
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 255865.9844
- bootstrapLower95
- 160477.3344
- wins
- 39
- losses
- 25
- movesTrained
- 2,200,391,703
- ntupleD3Mean
- 453484.7813
- directMean
- 327689.7344
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 115874.1875
- bootstrapLower95
- 38562.4789
- wins
- 41
- losses
- 23
- movesTrained
- 2,400,429,413
- ntupleD3Mean
- 552723.8125
- directMean
- 304749.6250
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 215113.2188
- bootstrapLower95
- 116273.5383
- wins
- 43
- losses
- 21
- movesTrained
- 2,600,469,503
- ntupleD3Mean
- 482608.7500
- directMean
- 285457.5313
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 144998.1563
- bootstrapLower95
- 70309.5562
- wins
- 44
- losses
- 20
- movesTrained
- 2,800,506,807
- ntupleD3Mean
- 496445.7344
- directMean
- 302053.8594
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 158835.1406
- bootstrapLower95
- 67962.9695
- wins
- 37
- losses
- 27
- movesTrained
- 3,000,545,916
- ntupleD3Mean
- 517928.1250
- directMean
- 295604.6563
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 180317.5313
- bootstrapLower95
- 102679.1250
- wins
- 43
- losses
- 21
- movesTrained
- 3,200,585,530
- ntupleD3Mean
- 547107.2344
- directMean
- 298385.6094
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 209496.6406
- bootstrapLower95
- 133542.7383
- wins
- 44
- losses
- 20
- movesTrained
- 3,400,627,531
- ntupleD3Mean
- 506536.4219
- directMean
- 317633.5781
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 168925.8281
- bootstrapLower95
- 75604.8477
- wins
- 41
- losses
- 23
- movesTrained
- 3,600,668,274
- ntupleD3Mean
- 470056.4063
- directMean
- 303216.0313
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 132445.8125
- bootstrapLower95
- 58261.5695
- wins
- 41
- losses
- 23
- movesTrained
- 3,800,707,333
- ntupleD3Mean
- 507070.8906
- directMean
- 296535.6563
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 169460.2969
- bootstrapLower95
- 90402.4133
- wins
- 45
- losses
- 19
- movesTrained
- 4,000,004,271
- ntupleD3Mean
- 530088.1406
- directMean
- 320977.1563
- fairD3Mean
- 337610.5938
- pairedDeltaD3
- 192477.5469
- bootstrapLower95
- 113016.1180
- wins
- 43
- losses
- 21
- anyPositiveMargin
- true
- A
- layout
- rows,cols,win23,win32,phase=cols
- alpha
- 1
- entries
- 480,000,000
- movesTotal
- 200,003,947
- finalMargin
- 95050.8281
- bestMargin
- 170874.3750
- B
- layout
- rows,cols,win23,win32,phase=none
- alpha
- 1
- entries
- 200,000,000
- movesTotal
- 200,002,183
- finalMargin
- -70586.8906
- bestMargin
- -35090.6563
- C
- layout
- rows,cols,win23,win32,phase=all
- alpha
- 1
- entries
- 1,000,000,000
- movesTotal
- 200,002,957
- finalMargin
- 123949.5156
- bestMargin
- 123949.5156
- D
- layout
- rows,cols,phase=cols
- alpha
- 1
- entries
- 420,000,000
- movesTotal
- 200,002,392
- finalMargin
- 26950.8438
- bestMargin
- 94015.3750
- E
- layout
- win23,win32,phase=none
- alpha
- 1
- entries
- 60,000,000
- movesTotal
- 200,001,766
- finalMargin
- -83261.4531
- bestMargin
- -80696.1250
- F
- layout
- rows,cols,win23,win32,phase=cols
- alpha
- 0.2500
- entries
- 480,000,000
- movesTotal
- 200,003,528
- finalMargin
- 73116.2031
- bestMargin
- 112885.6719
- arm
- C
- layout
- rows,cols,win23,win32,phase=all
- alpha
- 1
- finalMargin
- 123949.5156
- ranking
- arm
- C
- finalMargin
- 123949.5156
- entries
- 1,000,000,000
- arm
- A
- finalMargin
- 95050.8281
- entries
- 480,000,000
- arm
- F
- finalMargin
- 73116.2031
- entries
- 480,000,000
- arm
- D
- finalMargin
- 26950.8438
- entries
- 420,000,000
- arm
- B
- finalMargin
- -70586.8906
- entries
- 200,000,000
- arm
- E
- finalMargin
- -83261.4531
- entries
- 60,000,000
- rule
- the arm whose final validation point has the largest paired mean margin of ntuple-d3s7 over fair-d3s7; ties by fewer table entries
- Public-development SCREEN tier, 256 paired games opened once; nothing here is a qualification claim, and protected and final cohorts stay sealed.
- The candidate is the validation point with the largest paired margin on a 64-game training-role block that was read at every validation point and also chose the configuration; that selection is upward-biased, which is why the held-out screen exists.
- Training used lock-free asynchronous updates from 32 threads, so the training run is not bit-reproducible; the frozen tables are hashed and every gameplay arm is deterministic and worker-count independent.
- The fair-d4s7 arm is the program's standing reference for context only; the preregistered comparator is the identical depth-3 search with the frozen fair leaf.
- Table files (1.9 GB weights, 5.8 GB with accumulators for the pilot layouts; 4.0 GB and 12 GB for the selected phase=all layout) are retained on the workstation with their SHA-256 and are not committed.
- Wall times were measured on a shared workstation with the web console building concurrently for part of the run; ratios between arms on the same seeds are the trustworthy quantity.
Recorded against Row-and-column n-tuple network trained by temporal-coherence TD on the Rust engine, screened as the leaf of the depth-3 seven-stratum fair search.
Agent contextHow to extend this record
To add a reader-facing explanation, write web/content/research/RS-20260905T215332Z-95d18a5a.mdx; it renders above this record on the next request. The recorded metrics, gate checks and limitations are in the technical record above.
Record file: research/results/RS-20260905T215332Z-95d18a5a.json, validated against research/schemas/result-v1.schema.json.
- Run ids
RUN-20260905T193006Z-4fbeb4e5
- Contribution ids
CT-20260905T192505Z-c487efca
- Per-game artifact
runs/RUN-20260905T193006Z-4fbeb4e5/ntuple-scale/screen/heldout.json(sha256912eedc986299a3bf0727cb589e6e350067ac0db0132c7d57a29c859e3f34789, 1024 records)- Artifact manifest
artifacts/results/EX-20260905-ntuple-scale-tc-td-leaf-d3-535b2620/RUN-20260905T193006Z-4fbeb4e5/manifest.json- Machine profiles
research/system-profiles/MACH-20260905T192901Z-83559f62.json