Scores by reasoning setting

Max (Intensive group, tested and included)68.6
High (Balanced group, tested and included)52.3
Low (Baseline group, tested and included)51.9

Every tested setting is included in the overall score.

Available settings and grouping

Available settings

LowHighMax

Checked on 2026-09-22 · Provider documentation

How settings are grouped

Baseline: Low — tested and included
Balanced: High — tested and included
Intensive: Max — tested and included

Scores by game

Go61.8
Chess54.5
Shogi63.3
Xiangqi62.0
Hex56.3
International Draughts67.2
Game of the Amazons66.1
Tumbleweed29.6

Each game counts every generation attempt, a failed one as 0 (“1 of 2 failed” marks games with failed attempts). Scores are relative within each game, across the included settings; they do not compare game difficulty.

What this result shows

Strongest included setting: Max (68.6).

Across included settings, the highest game score is International Draughts (67.2); the lowest is Tumbleweed (29.6). Each game counts every generation attempt, a failed one as 0. These are relative scores within each game, not direct comparisons of difficulty.

Match evidence measures these retained programs. It does not establish how a fresh generation will perform. Independent-generation variation is not estimated in this release.

Test protocol and evidence limits

Model identifier: z-ai/glm-5.3-flashx
Provider route (catalog): openrouter
Prompt identity / profile: Not retained in this result set / Not retained in this result set
Prompt version: Not retained in this result set
Generation policy: Generation-quality admission policy (see methodology)
Requested output-token limits: 131072 (29 of 29 indexed attempts)

Generation evidence

Low: 8 contributing player programs across 8 games
High: 8 contributing player programs across 8 games
Max: 8 contributing player programs across 8 games

Counts describe contributing programs, not independent replications: repairs and resends are not new independent samples. Independent-generation lineage is not retained.

Game	Reasoning group	Programs	Working-program strength	Raw rating	Combined record (W / D / L)
Go	Intensive	1 working of 1 attempt	42.0	1392.8	205 / 3 / 308
Go	Balanced	1 working of 1 attempt	77.6	1764.3	387 / 6 / 123
Go	Baseline	1 working of 1 attempt	65.9	1626.6	276 / 106 / 134
Chess	Intensive	1 working of 1 attempt	69.0	1631.0	213 / 221 / 46
Chess	Balanced	1 working of 1 attempt	52.5	1491.0	68 / 351 / 61
Chess	Baseline	1 working of 1 attempt	42.0	1409.6	10 / 367 / 103
Shogi	Intensive	1 working of 1 attempt	84.9	1859.8	406 / 6 / 82
Shogi	Balanced	1 working of 1 attempt	57.4	1494.6	238 / 52 / 204
Shogi	Baseline	1 working of 1 attempt	47.7	1407.9	164 / 105 / 225
Xiangqi	Intensive	1 working of 1 attempt	78.1	1729.9	303 / 158 / 37
Xiangqi	Balanced	1 working of 1 attempt	56.0	1522.0	124 / 292 / 82
Xiangqi	Baseline	1 working of 1 attempt	52.0	1490.2	79 / 342 / 77
Hex	Intensive	1 working of 1 attempt	78.6	1882.5	409 / 0 / 121
Hex	Balanced	1 working of 1 attempt	40.7	1320.4	208 / 0 / 322
Hex	Baseline	1 working of 1 attempt	49.7	1433.9	255 / 0 / 275
International Draughts	Intensive	1 working of 1 attempt	81.8	1981.4	388 / 26 / 88
International Draughts	Balanced	1 working of 1 attempt	55.8	1511.5	248 / 23 / 231
International Draughts	Baseline	1 working of 1 attempt	63.9	1646.0	300 / 6 / 196
Game of the Amazons	Intensive	1 working of 1 attempt	72.9	1762.8	380 / 0 / 150
Game of the Amazons	Balanced	1 working of 1 attempt	59.8	1573.3	306 / 0 / 224
Game of the Amazons	Baseline	1 working of 1 attempt	65.5	1651.3	338 / 0 / 192
Tumbleweed	Intensive	1 working of 1 attempt	41.6	1295.3	105 / 205 / 228
Tumbleweed	Balanced	1 working of 1 attempt	19.0	1040.0	30 / 127 / 381
Tumbleweed	Baseline	1 working of 1 attempt	28.2	1150.2	36 / 207 / 295

Each row covers all the model's programs in one game and setting. Strength and raw rating are attempt-weighted means; under them, each program's score and the lowest and highest rating describe the programs (not a confidence interval). The combined record adds up their matches: evidence volume, not strength.

Failures and budgets

0 model-code generation failures; 0 provider/infrastructure failures excluded from the generation denominator. Runtime player faults are separate: 0 recorded one-sided faults across contributing program rows. A crash or illegal move pinned on one program also counts as that program's loss in its match record; other faults, such as timeouts, are left out of rating evidence.

Repair/resend outcomes and available costs are included. Exact retry ceilings and execution budgets are not retained in this result set; see the methodology for the public policy. Do not infer a measured setting from a current provider catalog.

Player program results

Max: 100% / 0% / 0% · n 8High: 63% / 37% / 0% · n 8Low: 75% / 25% / 0% · n 8 All three benchmark settings tested

Generation cost

$0.03average estimated cost per game and reasoning setting

Median: $0.03
Range: $0.0054–$0.10
Provider-reported total: $0.76
Cost data: 24 combinations · 24 runs
Price source: Provider-reported
Price list: boardgame-list-prices-2026-09-08
Average output: 23k tokens
Output range: 2.3k–74k tokens
Runs with output-token data: 24

How cost is measured

Comparison cost gives equal weight to each model, game, and reasoning-setting combination. Recorded generation attempts include repairs and resends when cost evidence is available; runtime compute and service operation are excluded. Cost and output-token counts use separate telemetry denominators. A list-price estimate is not actual expenditure; mixed evidence is not a uniform standard-price comparison.

Test protocol

Combines this model's tested reasoning settings
Player-program generation; retained protocol details are under “Test protocol and evidence limits” above

GLM-5.3 FlashX