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FrontierCode 2.0

Cognition's 132-task mergeability benchmark, released 27 October 2026: maintainer-written, deliberately underspecified prompts, more repositories, stricter blocking criteria and larger task scope. Weighted rubric score; runs that fail a blocking criterion score 0. Each model runs in its own named harness. Not comparable with FrontierCode 1.1 or Artificial Analysis' FrontierCode runs.

28 current versions with results · 93 current models · older versions hidden

Higher is better · %. Missing results are not zero. Expand Evidence for source dates, efforts and harness notes.

FrontierCode 2.0 results for latest model versions
Provider Published / checked Evidence
Claude Fable 5.2AnthropicAnthropic49.1%2026-11-09
All 10 recorded results & sources

49.1% · raw 49.1 %

Headline · xhigh effort · Own vendor

Source/record date: 2026-11-09

Anthropic Claude Fable 5.2 launch table (9 November 2026); safeguards on, highest available effort unless noted. Best effort; Cognition ran the evaluation (Claude Code harness), mean@5 overall score.

https://www.anthropic.com/claude-fable-and-mythos-5-2

34.2% · raw 34.2 %

Alternative · low effort · Own vendor

Source/record date: 2026-11-09

Anthropic Claude Fable 5.2 and Mythos 5.2 system card, p. 209. Cognition run, Claude Code harness; effort sweep stated in text.

https://www.anthropic.com/document/claude-fable-5-2-mythos-5-2-system-card#page=209

37.6% · raw 37.6 %

Alternative · medium effort · Own vendor

Source/record date: 2026-11-09

Anthropic Claude Fable 5.2 and Mythos 5.2 system card, p. 209. Cognition run, Claude Code harness; effort sweep stated in text.

https://www.anthropic.com/document/claude-fable-5-2-mythos-5-2-system-card#page=209

45.3% · raw 45.3 %

Alternative · high effort · Own vendor

Source/record date: 2026-11-09

Anthropic Claude Fable 5.2 and Mythos 5.2 system card, p. 209. Cognition run, Claude Code harness; effort sweep stated in text.

https://www.anthropic.com/document/claude-fable-5-2-mythos-5-2-system-card#page=209

45.7% · raw 45.7 %

Alternative · max effort · Own vendor

Source/record date: 2026-11-09

Anthropic Claude Fable 5.2 and Mythos 5.2 system card, p. 209. Cognition run; includes graded scores of 22 of 660 timed-out attempts (44.4% if counted as zero).

https://www.anthropic.com/document/claude-fable-5-2-mythos-5-2-system-card#page=209

34.2% · raw 34.2 %

Alternative · low effort · Own vendor

Source/record date: 2026-11-09

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.3742, "tokens": 23907, "cost": 2.623, "flagged_rate": 0.01515}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 2026-11-10; evaluation date unpublished. Benchmark-owner board row; the headline is Anthropic's launch value (49.1%, xhigh), which matches this board within rounding.

https://cognition.com/frontiercode

37.6% · raw 37.59 %

Alternative · medium effort · Own vendor

Source/record date: 2026-11-09

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.4106, "tokens": 28384, "cost": 3.103, "flagged_rate": 0.01667}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 2026-11-10; evaluation date unpublished. Benchmark-owner board row; the headline is Anthropic's launch value (49.1%, xhigh), which matches this board within rounding.

https://cognition.com/frontiercode

45.3% · raw 45.29 %

Alternative · high effort · Own vendor

Source/record date: 2026-11-09

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.4939, "tokens": 75978, "cost": 8.402, "flagged_rate": 0.0197}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 2026-11-10; evaluation date unpublished. Benchmark-owner board row; the headline is Anthropic's launch value (49.1%, xhigh), which matches this board within rounding.

https://cognition.com/frontiercode

49.1% · raw 49.11 %

Alternative · xhigh effort · Own vendor

Source/record date: 2026-11-09

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.5348, "tokens": 156009, "cost": 17.734, "flagged_rate": 0.01515}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 2026-11-10; evaluation date unpublished. Benchmark-owner board row; the headline is Anthropic's launch value (49.1%, xhigh), which matches this board within rounding.

https://cognition.com/frontiercode

45.7% · raw 45.65 %

Alternative · max effort · Own vendor

Source/record date: 2026-11-09

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.5, "tokens": 417808, "cost": 55.868, "flagged_rate": 0.03939}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 2026-11-10; evaluation date unpublished. Benchmark-owner board row; the headline is Anthropic's launch value (49.1%, xhigh), which matches this board within rounding.

https://cognition.com/frontiercode
Claude Opus 5.5AnthropicAnthropic45.5%2026-10-27
All 5 recorded results & sources

14.7% · raw 14.72 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.1636, "tokens": 14230, "cost": 0.746, "flagged_rate": 0.0121}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

30.1% · raw 30.1 %

Alternative · medium effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.3303, "tokens": 30068, "cost": 1.699, "flagged_rate": 0.0152}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

34.5% · raw 34.53 %

Alternative · high effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.3788, "tokens": 41233, "cost": 2.423, "flagged_rate": 0.0152}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

43.4% · raw 43.38 %

Alternative · xhigh effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.4727, "tokens": 88053, "cost": 5.184, "flagged_rate": 0.0212}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

45.5% · raw 45.45 %

Headline · max effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.497, "tokens": 201919, "cost": 12.821, "flagged_rate": 0.0288}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode
GPT-6 AstraOpenAIOpenAI42.8%2026-10-27
All 5 recorded results & sources

31.1% · raw 31.11 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: codex. {"correct": 0.3424, "tokens": 8987, "cost": 2.437, "flagged_rate": 0.0076}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

36.8% · raw 36.75 %

Alternative · medium effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: codex. {"correct": 0.4015, "tokens": 14065, "cost": 3.493, "flagged_rate": 0.0167}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

38.3% · raw 38.31 %

Alternative · high effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: codex. {"correct": 0.4136, "tokens": 18433, "cost": 4.277, "flagged_rate": 0.0242}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

41.4% · raw 41.41 %

Alternative · xhigh effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: codex. {"correct": 0.4485, "tokens": 20869, "cost": 4.539, "flagged_rate": 0.0152}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

42.8% · raw 42.77 %

Headline · max effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: codex. {"correct": 0.4621, "tokens": 36354, "cost": 6.676, "flagged_rate": 0.0227}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode
Claude Sonnet 5.5AnthropicAnthropic41%2026-10-27
All 5 recorded results & sources

9.4% · raw 9.41 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.1062, "tokens": 11265, "cost": 0.369, "flagged_rate": 0.0106}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

14.2% · raw 14.17 %

Alternative · medium effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.1576, "tokens": 14449, "cost": 0.482, "flagged_rate": 0.0136}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

21.9% · raw 21.9 %

Alternative · high effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.2428, "tokens": 27839, "cost": 1.066, "flagged_rate": 0.0137}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

34.8% · raw 34.75 %

Alternative · xhigh effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.3803, "tokens": 80433, "cost": 3.315, "flagged_rate": 0.0227}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

41% · raw 40.96 %

Headline · max effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.45, "tokens": 514722, "cost": 19.941, "flagged_rate": 0.0379}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode
Gemini 4 CarbonGoogleGoogle40%2026-10-28
All 4 recorded results & sources

31.9% · raw 31.88 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-28

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.3535, "tokens": 57868, "cost": 4.548, "flagged_rate": 0.023}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 1 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it. Board changelog dates this addition 28 October.

https://cognition.com/frontiercode

40% · raw 40 %

Headline · medium effort · Own vendor

Source/record date: 2026-10-28

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.4432, "tokens": 109126, "cost": 4.044, "flagged_rate": 0.0105}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 1 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it. Board changelog dates this addition 28 October.

https://cognition.com/frontiercode

37.5% · raw 37.48 %

Alternative · high effort · Own vendor

Source/record date: 2026-10-28

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.4167, "tokens": 121442, "cost": 4.434, "flagged_rate": 0.0183}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 1 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it. Board changelog dates this addition 28 October.

https://cognition.com/frontiercode

41.1% · raw 41.1 %

Alternative · medium effort · Peer vendor

Source/record date: 2026-11-09

As reported by Anthropic in the Claude Fable 5.2 launch table (9 November 2026). Medium effort as labelled in the table.

https://www.anthropic.com/claude-fable-and-mythos-5-2
GPT-6.1 SolOpenAIOpenAI39%2026-10-27
All 5 recorded results & sources

25.6% · raw 25.6 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: codex. {"correct": 0.2833, "tokens": 10042, "cost": 0.341, "flagged_rate": 0.0091}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

29.6% · raw 29.58 %

Alternative · medium effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: codex. {"correct": 0.3227, "tokens": 15686, "cost": 0.492, "flagged_rate": 0.0136}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

34.8% · raw 34.82 %

Alternative · high effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: codex. {"correct": 0.3803, "tokens": 22419, "cost": 0.647, "flagged_rate": 0.0152}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

32.3% · raw 32.33 %

Alternative · xhigh effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: codex. {"correct": 0.353, "tokens": 24789, "cost": 0.695, "flagged_rate": 0.0167}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

39% · raw 38.95 %

Headline · max effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: codex. {"correct": 0.4227, "tokens": 41479, "cost": 1.029, "flagged_rate": 0.0167}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode
Claude Fable 5.1AnthropicAnthropic32.4%2026-10-27
All 5 recorded results & sources

20.6% · raw 20.59 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.2288, "tokens": 28797, "cost": 3.007, "flagged_rate": 0.0152}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

21.5% · raw 21.47 %

Alternative · medium effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.2379, "tokens": 37911, "cost": 3.891, "flagged_rate": 0.0182}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

25.7% · raw 25.67 %

Alternative · high effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.2848, "tokens": 54242, "cost": 5.386, "flagged_rate": 0.0182}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

32.4% · raw 32.44 %

Headline · xhigh effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.3576, "tokens": 92813, "cost": 8.68, "flagged_rate": 0.0212}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

31.7% · raw 31.67 %

Alternative · max effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.3485, "tokens": 119089, "cost": 11.457, "flagged_rate": 0.0197}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode
Grok 4.7xAIxAI28.6%2026-10-27
All 4 recorded results & sources

20.8% · raw 20.8 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: grok-build. {"correct": 0.2337, "tokens": 38161, "cost": 3.873, "flagged_rate": 0.0106}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

25.9% · raw 25.94 %

Alternative · medium effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: grok-build. {"correct": 0.2924, "tokens": 72180, "cost": 8.028, "flagged_rate": 0.0091}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

26.6% · raw 26.55 %

Alternative · high effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: grok-build. {"correct": 0.297, "tokens": 94341, "cost": 11.094, "flagged_rate": 0.0152}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

28.6% · raw 28.62 %

Headline · xhigh effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: grok-build. {"correct": 0.3197, "tokens": 110790, "cost": 14.36, "flagged_rate": 0.0167}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode
Claude Haiku 5.5AnthropicAnthropic27.7%2026-10-27
All 6 recorded results & sources

10.5% · raw 10.46 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.1168, "tokens": 39366, "cost": 0.065, "flagged_rate": 0.0091}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

13.4% · raw 13.42 %

Alternative · medium effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.15, "tokens": 57582, "cost": 0.097, "flagged_rate": 0.0152}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

18.6% · raw 18.64 %

Alternative · high effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.2076, "tokens": 80993, "cost": 0.139, "flagged_rate": 0.0197}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

22.3% · raw 22.28 %

Alternative · xhigh effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.2477, "tokens": 127735, "cost": 0.226, "flagged_rate": 0.0167}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

27.7% · raw 27.72 %

Headline · max effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: claude-code. {"correct": 0.305, "tokens": 205112, "cost": 0.366, "flagged_rate": 0.0258}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

34.9% · raw 34.9 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-11-05

Thinking Machines’ Introducing Inkling 2 Small (post and model card, 5 November 2026), benchmark table, row “FrontierCode v2.0”, column “Claude Haiku 5.5”, value “34.9%”. As reported by Thinking Machines; not a result from the model’s developer. Thinking Machines attributes this row to Artificial Analysis. Peer effort and run dates are not published, so effort is unknown.

https://thinkingmachines.ai/news/inkling-2-small/
Gemini 4 ArgonGoogleGoogle26.3%2026-10-27
All 3 recorded results & sources

21.5% · raw 21.47 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.2379, "tokens": 63291, "cost": 3.977, "flagged_rate": 0.0136}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

23.5% · raw 23.45 %

Alternative · medium effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.2606, "tokens": 123879, "cost": 5.688, "flagged_rate": 0.0091}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

26.3% · raw 26.3 %

Headline · high effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.2909, "tokens": 148569, "cost": 6.514, "flagged_rate": 0.0167}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode
Inkling 2 SmallThinking MachinesThinking Machines25.4%2026-11-05
The recorded result & source

25.4% · raw 25.4 %

Headline · xhigh effort · Own vendor

Source/record date: 2026-11-05

Thinking Machines’ Introducing Inkling 2 Small (post and model card, 5 November 2026), benchmark table, row “FrontierCode v2.0”, column “Inkling 2 Small”, value “25.4%”. Thinking Machines states it uses Artificial Analysis’s reported score for this benchmark, for its own and other models; not an Artificial Analysis record captured by Examenos. Artificial Analysis’s run of Cognition’s FrontierCode 2.0; Cognition’s own board has no Inkling 2 Small entry at the check. Thinking Machines runs its evaluations at effort 0.99, which the post labels “xhigh”, temperature 1.0 and a 1M-token maximum trajectory (256K for Inkling-Small); stored as xhigh because the vendor names it so. Execution date unpublished; the table calls itself an evaluation snapshot.

https://thinkingmachines.ai/news/inkling-2-small/
Muse WonderMetaMeta24.3%2026-10-27
All 4 recorded results & sources

21.2% · raw 21.21 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: muse. {"correct": 0.2413, "tokens": 20301, "cost": 1.843, "flagged_rate": 0.0152}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it. Identity: Meta's model docs name the Model API variant "Muse Wonder (muse-wonder-1.0)"; Muse Wonder Full has no API ID and is a separate variant, so this is Muse Wonder, not Wonder Full.

https://cognition.com/frontiercode

23.1% · raw 23.14 %

Alternative · medium effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: muse. {"correct": 0.2606, "tokens": 26714, "cost": 2.534, "flagged_rate": 0.0182}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it. Identity: Meta's model docs name the Model API variant "Muse Wonder (muse-wonder-1.0)"; Muse Wonder Full has no API ID and is a separate variant, so this is Muse Wonder, not Wonder Full.

https://cognition.com/frontiercode

24.3% · raw 24.28 %

Headline · high effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: muse. {"correct": 0.2742, "tokens": 32832, "cost": 3.143, "flagged_rate": 0.0167}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it. Identity: Meta's model docs name the Model API variant "Muse Wonder (muse-wonder-1.0)"; Muse Wonder Full has no API ID and is a separate variant, so this is Muse Wonder, not Wonder Full.

https://cognition.com/frontiercode

24.1% · raw 24.11 %

Alternative · xhigh effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: muse. {"correct": 0.2747, "tokens": 38672, "cost": 3.793, "flagged_rate": 0.0197}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it. Identity: Meta's model docs name the Model API variant "Muse Wonder (muse-wonder-1.0)"; Muse Wonder Full has no API ID and is a separate variant, so this is Muse Wonder, not Wonder Full.

https://cognition.com/frontiercode
MiMo-V2.6-ProXiaomiXiaomi24%2026-11-05
The recorded result & source

24% · raw 24 %

Headline · unknown effort · Peer vendor

Source/record date: 2026-11-05

Thinking Machines’ Introducing Inkling 2 Small (post and model card, 5 November 2026), benchmark table, row “FrontierCode v2.0”, column “MiMo V2.6 Pro”, value “24.0%”. As reported by Thinking Machines; not a result from the model’s developer. Thinking Machines attributes this row to Artificial Analysis. Peer effort and run dates are not published, so effort is unknown.

https://thinkingmachines.ai/news/inkling-2-small/
SWE-2 FlashCognitionCognition24%2026-11-04
All 2 recorded results & sources

23.2% · raw 23.17 %

Alternative · low effort · Own vendor

Source/record date: 2026-11-04

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin. {"cost": 0.203}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 5 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it. Cognition’s first 5 November copy of the file also listed a high-effort run (18.77, cost 0.2185); the current file has withdrawn it, so it is not stored.

https://cognition.com/frontiercode

24% · raw 24 %

Headline · max effort · Own vendor

Source/record date: 2026-11-04

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin. {"cost": 0.2024}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 5 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it. Cognition’s first 5 November copy of the file also listed a high-effort run (18.77, cost 0.2185); the current file has withdrawn it, so it is not stored.

https://cognition.com/frontiercode
SWE-2CognitionCognition23.8%2026-10-27
All 3 recorded results & sources

15.6% · raw 15.56 %

Alternative · medium effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin. {"correct": 0.176, "tokens": 28705, "cost": 0.442, "flagged_rate": 0.0197}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 5 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

23.1% · raw 23.06 %

Alternative · high effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin. {"correct": 0.2595, "tokens": 68546, "cost": 0.958, "flagged_rate": 0.0288}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 5 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

23.8% · raw 23.78 %

Headline · max effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin. {"correct": 0.2667, "tokens": 97584, "cost": 1.261, "flagged_rate": 0.0242}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 5 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode
GPT-6 LunaOpenAIOpenAI21.9%2026-10-27
All 6 recorded results & sources

4.1% · raw 4.05 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: codex. {"correct": 0.0455, "tokens": 6519, "cost": 0.023, "flagged_rate": 0.003}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

16% · raw 15.97 %

Alternative · medium effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: codex. {"correct": 0.1773, "tokens": 31360, "cost": 0.092, "flagged_rate": 0.0015}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

16.5% · raw 16.5 %

Alternative · high effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: codex. {"correct": 0.1848, "tokens": 42170, "cost": 0.115, "flagged_rate": 0.003}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

18.4% · raw 18.44 %

Alternative · xhigh effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: codex. {"correct": 0.2045, "tokens": 50565, "cost": 0.132, "flagged_rate": 0.0045}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

21.9% · raw 21.87 %

Headline · max effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: codex. {"correct": 0.2424, "tokens": 79659, "cost": 0.174, "flagged_rate": 0.0121}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

25.2% · raw 25.2 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-11-05

Thinking Machines’ Introducing Inkling 2 Small (post and model card, 5 November 2026), benchmark table, row “FrontierCode v2.0”, column “GPT-6 Luna”, value “25.2%”. As reported by Thinking Machines; not a result from the model’s developer. Thinking Machines attributes this row to Artificial Analysis. Peer effort and run dates are not published, so effort is unknown.

https://thinkingmachines.ai/news/inkling-2-small/
MiMo-V2.6-FlashXiaomiXiaomi21.6%2026-11-05
The recorded result & source

21.6% · raw 21.6 %

Headline · unknown effort · Peer vendor

Source/record date: 2026-11-05

Thinking Machines’ Introducing Inkling 2 Small (post and model card, 5 November 2026), benchmark table, row “FrontierCode v2.0”, column “MiMo V2.6 Flash”, value “21.6%”. As reported by Thinking Machines; not a result from the model’s developer. Thinking Machines attributes this row to Artificial Analysis. Peer effort and run dates are not published, so effort is unknown.

https://thinkingmachines.ai/news/inkling-2-small/
MiniMax M3.1 FlashMiniMaxMiniMax20.8%2026-11-05
The recorded result & source

20.8% · raw 20.8 %

Headline · unknown effort · Peer vendor

Source/record date: 2026-11-05

Thinking Machines’ Introducing Inkling 2 Small (post and model card, 5 November 2026), benchmark table, row “FrontierCode v2.0”, column “MiniMax-M3.1-Flash”, value “20.8%”. As reported by Thinking Machines; not a result from the model’s developer. Thinking Machines attributes this row to Artificial Analysis. Peer effort and run dates are not published, so effort is unknown.

https://thinkingmachines.ai/news/inkling-2-small/
Mistral Large 4Latest versionMistral AIMistral AI19.7%2026-10-27
All 5 recorded results & sources

19.7% · raw 19.7 %

Alternative · unknown effort · Own vendor

Source/record date: 2026-10-29

Mistral’s 29 October chart for the released weights. Cognition FrontierCode 2.0, as charted by Mistral. Cognition’s board had no Mistral Large 4 row at the 29 October check. Demoted 2026-11-01: duplicate of headline from Cognition board; the board row now exists at 19.65 (high, Mistral Vibe harness).

https://mistral.ai/news/mistral-large-4-oss/

9.5% · raw 9.5 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: vibe. {"correct": 0.1061, "tokens": 28384, "cost": 0.669, "flagged_rate": 0.0}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 1 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it. Board label Mistral Large 4; Mistral charts about 19.7 for the released weights, which matches the high run. The board changelog lists this replacement under 27 October, while the row first appeared in the data after the 29 October check.

https://cognition.com/frontiercode

8.8% · raw 8.78 %

Alternative · medium effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: vibe. {"correct": 0.0985, "tokens": 51238, "cost": 1.031, "flagged_rate": 0.0}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 1 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it. Board label Mistral Large 4; Mistral charts about 19.7 for the released weights, which matches the high run. The board changelog lists this replacement under 27 October, while the row first appeared in the data after the 29 October check.

https://cognition.com/frontiercode

19.7% · raw 19.65 %

Headline · high effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: vibe. {"correct": 0.2197, "tokens": 88069, "cost": 1.549, "flagged_rate": 0.0}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 1 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it. Board label Mistral Large 4; Mistral charts about 19.7 for the released weights, which matches the high run. The board changelog lists this replacement under 27 October, while the row first appeared in the data after the 29 October check.

https://cognition.com/frontiercode

15% · raw 15 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-11-05

Thinking Machines’ Introducing Inkling 2 Small (post and model card, 5 November 2026), benchmark table, row “FrontierCode v2.0”, column “Mistral Large 4”, value “15.0%”. As reported by Thinking Machines; not a result from the model’s developer. Thinking Machines attributes this row to Artificial Analysis. The table lists 49B active / 1050B total for this column; Mistral publishes 52B active / 1.05T total. Peer effort and run dates are not published, so effort is unknown.

https://thinkingmachines.ai/news/inkling-2-small/
Kimi K3.1 ProMoonshot AIMoonshot AI19.6%2026-11-04
All 3 recorded results & sources

12.9% · raw 12.86 %

Alternative · low effort · Own vendor

Source/record date: 2026-11-04

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.1414, "tokens": 20367, "cost": 1.877, "flagged_rate": 0.0}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Board changelog: “Nov 5, 2026 — Added Kimi K3.1 Pro.” Data checked 7 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

17.3% · raw 17.29 %

Alternative · high effort · Own vendor

Source/record date: 2026-11-04

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.1919, "tokens": 27628, "cost": 2.358, "flagged_rate": 0.0076}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Board changelog: “Nov 5, 2026 — Added Kimi K3.1 Pro.” Data checked 7 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

19.6% · raw 19.64 %

Headline · max effort · Own vendor

Source/record date: 2026-11-04

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.2172, "tokens": 37242, "cost": 3.033, "flagged_rate": 0.0051}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Board changelog: “Nov 5, 2026 — Added Kimi K3.1 Pro.” Data checked 7 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode
DeepSeek V4.1 Flash 1017Latest versionDeepSeekDeepSeek19.3%2026-10-27
All 4 recorded results & sources

16% · raw 15.96 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.182, "tokens": 40659, "cost": 0.206, "flagged_rate": 0.0265}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it. Identity: the label equals DeepSeek's September checkpoint name; Cognition added it on 13 October, before the 1017 refresh, and labels DeepSeek checkpoints with date suffixes (V4 Pro 0813, V4 Flash 0731). The 2.0 run date is unpublished; if Cognition re-ran it through the moving deepseek-flash alias after 17 October, it would be 1017 instead. Identity corrected 4 November 2026: Cognition’s data.json now labels these runs “DeepSeek V4.1 Flash 1017” (same values as the earlier “DeepSeek V4.1 Flash” label), so they belong to the 1017 checkpoint.

https://cognition.com/frontiercode

18.2% · raw 18.21 %

Alternative · high effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.2062, "tokens": 57169, "cost": 0.274, "flagged_rate": 0.0286}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it. Identity: the label equals DeepSeek's September checkpoint name; Cognition added it on 13 October, before the 1017 refresh, and labels DeepSeek checkpoints with date suffixes (V4 Pro 0813, V4 Flash 0731). The 2.0 run date is unpublished; if Cognition re-ran it through the moving deepseek-flash alias after 17 October, it would be 1017 instead. Identity corrected 4 November 2026: Cognition’s data.json now labels these runs “DeepSeek V4.1 Flash 1017” (same values as the earlier “DeepSeek V4.1 Flash” label), so they belong to the 1017 checkpoint.

https://cognition.com/frontiercode

19.3% · raw 19.3 %

Headline · max effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.2177, "tokens": 82220, "cost": 0.384, "flagged_rate": 0.0228}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it. Identity: the label equals DeepSeek's September checkpoint name; Cognition added it on 13 October, before the 1017 refresh, and labels DeepSeek checkpoints with date suffixes (V4 Pro 0813, V4 Flash 0731). The 2.0 run date is unpublished; if Cognition re-ran it through the moving deepseek-flash alias after 17 October, it would be 1017 instead. Identity corrected 4 November 2026: Cognition’s data.json now labels these runs “DeepSeek V4.1 Flash 1017” (same values as the earlier “DeepSeek V4.1 Flash” label), so they belong to the 1017 checkpoint.

https://cognition.com/frontiercode

28.5% · raw 28.5 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-11-05

Thinking Machines’ Introducing Inkling 2 Small (post and model card, 5 November 2026), benchmark table, row “FrontierCode v2.0”, column “DeepSeek-V4.1-Flash-1017”, value “28.5%”. As reported by Thinking Machines; not a result from the model’s developer. Thinking Machines attributes this row to Artificial Analysis. Peer effort and run dates are not published, so effort is unknown.

https://thinkingmachines.ai/news/inkling-2-small/
Gemini 3.8 FlashGoogleGoogle18.7%2026-11-05
The recorded result & source

18.7% · raw 18.7 %

Headline · unknown effort · Peer vendor

Source/record date: 2026-11-05

Thinking Machines’ Introducing Inkling 2 Small (post and model card, 5 November 2026), benchmark table, row “FrontierCode v2.0”, column “Gemini 3.8 Flash”, value “18.7%”. As reported by Thinking Machines; not a result from the model’s developer. Thinking Machines attributes this row to Artificial Analysis. Peer effort and run dates are not published, so effort is unknown.

https://thinkingmachines.ai/news/inkling-2-small/
GLM-5.3Z.aiZ.ai17.8%2026-10-27
All 4 recorded results & sources

14.4% · raw 14.37 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.1616, "tokens": 47199, "cost": 3.189, "flagged_rate": 0.0177}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

16.8% · raw 16.84 %

Alternative · high effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.1894, "tokens": 73247, "cost": 5.181, "flagged_rate": 0.0227}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

17.8% · raw 17.81 %

Headline · max effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.202, "tokens": 100706, "cost": 7.516, "flagged_rate": 0.0429}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

21.6% · raw 21.6 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-11-05

Thinking Machines’ Introducing Inkling 2 Small (post and model card, 5 November 2026), benchmark table, row “FrontierCode v2.0”, column “GLM 5.3”, value “21.6%”. As reported by Thinking Machines; not a result from the model’s developer. Thinking Machines attributes this row to Artificial Analysis. Peer effort and run dates are not published, so effort is unknown.

https://thinkingmachines.ai/news/inkling-2-small/
Kimi K3Moonshot AIMoonshot AI17.7%2026-10-27
All 4 recorded results & sources

11.1% · raw 11.1 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.1237, "tokens": 28740, "cost": 2.977, "flagged_rate": 0.0177}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

17.7% · raw 17.74 %

Headline · high effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.1975, "tokens": 49854, "cost": 4.475, "flagged_rate": 0.0203}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

17.3% · raw 17.31 %

Alternative · max effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.1944, "tokens": 64271, "cost": 5.456, "flagged_rate": 0.0202}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

17.3% · raw 17.3 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-11-05

Thinking Machines’ Introducing Inkling 2 Small (post and model card, 5 November 2026), benchmark table, row “FrontierCode v2.0”, column “Kimi K3”, value “17.3%”. As reported by Thinking Machines; not a result from the model’s developer. Thinking Machines attributes this row to Artificial Analysis. Peer effort and run dates are not published, so effort is unknown.

https://thinkingmachines.ai/news/inkling-2-small/
GLM-5.3-FlashZ.aiZ.ai14.2%2026-10-27
All 4 recorded results & sources

7.8% · raw 7.81 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.0888, "tokens": 35321, "cost": 0.43, "flagged_rate": 0.0254}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

12.4% · raw 12.41 %

Alternative · high effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.1414, "tokens": 56914, "cost": 0.584, "flagged_rate": 0.0253}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

14.2% · raw 14.18 %

Headline · max effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.1587, "tokens": 90044, "cost": 0.792, "flagged_rate": 0.0234}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

14.2% · raw 14.2 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-11-05

Thinking Machines’ Introducing Inkling 2 Small (post and model card, 5 November 2026), benchmark table, row “FrontierCode v2.0”, column “GLM-5.3-Flash”, value “14.2%”. As reported by Thinking Machines; not a result from the model’s developer. Thinking Machines attributes this row to Artificial Analysis. Peer effort and run dates are not published, so effort is unknown.

https://thinkingmachines.ai/news/inkling-2-small/
Muse Spark OpenMetaMeta6.2%2026-11-04
All 5 recorded results & sources

0.4% · raw 0.42 %

Alternative · low effort · Own vendor

Source/record date: 2026-11-04

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"cost": 0.593}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 5 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

1.6% · raw 1.63 %

Alternative · medium effort · Own vendor

Source/record date: 2026-11-04

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"cost": 1.865}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 5 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

4% · raw 3.95 %

Alternative · high effort · Own vendor

Source/record date: 2026-11-04

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"cost": 6.78}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 5 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

6.2% · raw 6.24 %

Headline · xhigh effort · Own vendor

Source/record date: 2026-11-04

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"cost": 9.157}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 5 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

7.6% · raw 7.6 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-11-05

Thinking Machines’ Introducing Inkling 2 Small (post and model card, 5 November 2026), benchmark table, row “FrontierCode v2.0”, column “Muse Spark Open”, value “7.6%”. As reported by Thinking Machines; not a result from the model’s developer. Thinking Machines attributes this row to Artificial Analysis. Peer effort and run dates are not published, so effort is unknown.

https://thinkingmachines.ai/news/inkling-2-small/
Inkling-SmallThinking MachinesThinking Machines3.2%2026-07-30
All 2 recorded results & sources

1.3% · raw 1.27 %

Alternative · high effort · Own vendor

Source/record date: 2026-07-30

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.0154, "tokens": 13658, "cost": 1.366, "flagged_rate": 0.0256}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 5 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it. Board effort labels for Inkling-Small map Thinking Machines’ 0–1 setting to Cognition’s names; Cognition does not publish the numeric setting.

https://cognition.com/frontiercode

3.2% · raw 3.21 %

Headline · max effort · Own vendor

Source/record date: 2026-07-30

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.0379, "tokens": 39077, "cost": 3.684, "flagged_rate": 0.0606}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 5 November; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it. Board effort labels for Inkling-Small map Thinking Machines’ 0–1 setting to Cognition’s names; Cognition does not publish the numeric setting.

https://cognition.com/frontiercode
Beam 1.0Reflection AIReflection AI2.9%2026-10-27
All 5 recorded results & sources

0% · raw 0 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.0, "tokens": 3490, "cost": 0.142, "flagged_rate": 0.0051}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

0.8% · raw 0.83 %

Alternative · medium effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.0101, "tokens": 7243, "cost": 0.315, "flagged_rate": 0.0127}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

1.7% · raw 1.74 %

Alternative · high effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.0202, "tokens": 14068, "cost": 0.612, "flagged_rate": 0.0227}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

2.4% · raw 2.43 %

Alternative · xhigh effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.0278, "tokens": 23156, "cost": 1.126, "flagged_rate": 0.0379}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode

2.9% · raw 2.9 %

Headline · max effort · Own vendor

Source/record date: 2026-10-27

Cognition primary public data.json (https://cognition.com/data/frontier-code-2.0/data.json), FrontierCode 2.0 main, 132 tasks; weighted new_score x100, not unweighted correct. Harness: devin-cli. {"correct": 0.0329, "tokens": 27971, "cost": 1.299, "flagged_rate": 0.0278}. Cost is source-observed mean USD per rollout at list API pricing, not an API rate. Data checked 28 October; evaluation date unpublished. Headline is the best-scoring published effort, as Cognition displays it.

https://cognition.com/frontiercode
Agens Volundr 32B v1BlockwayBlockway——No recorded result
Clover-35B-A3B-PreviewDiffuSpaceDiffuSpace——No recorded result
Command A+CohereCohere——No recorded result
Endeavor 1.1Latest versionFlower LabsFlower Labs——No recorded result
Fern 0.1MirendilMirendil——No recorded result
Gemma 4 12B UnifiedGoogleGoogle——No recorded result
Gemma 4 26B-A4BGoogleGoogle——No recorded result
Gemma 4 31BGoogleGoogle——No recorded result
Gemma 4 E2BGoogleGoogle——No recorded result
Gemma 4 E4BGoogleGoogle——No recorded result
GoTo-AI-Gemma-3-27B-ITGoTo / AI SingaporeGoTo / AI Singapore——No recorded result
GPT-5.6 TerraOpenAIOpenAI——No recorded result
GPT-6 Luna (October 29)OpenAIOpenAI——No recorded result
GPT-6 RosalindOpenAIOpenAI——No recorded result
GPT-6.1 TerraOpenAIOpenAI——No recorded result
Granite 4.2 30BIBMIBM——No recorded result
Granite 4.2 3BIBMIBM——No recorded result
Granite 4.2 8BIBMIBM——No recorded result
Hy-Memory-30B-A3BTencent HunyuanTencent Hunyuan——No recorded result
Hy4TencentTencent——No recorded result
Hy4 previewTencentTencent——No recorded result
InklingThinking MachinesThinking Machines——No recorded result
Jais 3 32BIFM / Inception42IFM / Inception42——No recorded result
Jais 3 375B-A23BIFM / Inception42IFM / Inception42——No recorded result
Jais 3 MoVA 36B-A4BIFM / Inception42IFM / Inception42——No recorded result
Kolibri-1Aleph AlphaAleph Alpha——No recorded result
LBS-27BInclusionAIInclusionAI——No recorded result
LFM2.5-24B-A2BLiquid AILiquid AI——No recorded result
Ling 3.0 Flash VLinclusionAIinclusionAI——No recorded result
Ling 3.1 Flash 1019Latest versioninclusionAIinclusionAI——No recorded result
Ling 3.2 FlashinclusionAIinclusionAI——No recorded result
LongCat-2.5Meituan LongCatMeituan LongCat——No recorded result
Mage-VL-CoworkMicrosoftMicrosoft——No recorded result
Mellum2.1 ThinkingJetBrainsJetBrains——No recorded result
Mercury 3Latest versionInceptionInception——No recorded result
MiMo-V2.6-Distill-Qwen-9BXiaomiXiaomi——No recorded result
MiniCPM-V 4.7 35B-A3BOpenBMBOpenBMB——No recorded result
Muse EmberMetaMeta——No recorded result
Muse Glimmer 30BMetaMeta——No recorded result
Muse Spark 1.3MetaMeta——No recorded result
Muse Wonder FullMetaMeta——No recorded result
Naive-N0.5-FlashNaiveAINaiveAI——No recorded result
Nanbeige4.3-33BNanbeigeNanbeige——No recorded result
Nemotron 3 Ultra 550B-A55B (BF16)NVIDIANVIDIA——No recorded result
Nemotron 3.5 Bolt 74B-A9B (BF16)NVIDIANVIDIA——No recorded result
Nemotron 3.5 Lightning 30B-A3BNVIDIANVIDIA——No recorded result
Nemotron 3.5 Super VL 120B-A12B (BF16)NVIDIANVIDIA——No recorded result
Nex-N2.5-ProNex AGINex AGI——No recorded result
Ornith 1.5 122BOrnithOrnith——No recorded result
Pareto 26.10Latest versionUnbiasedUnbiased——No recorded result
Particle-1Particle AIParticle AI——No recorded result
Qwen3.8 27BAlibaba (Qwen)Alibaba (Qwen)——No recorded result
Qwen3.8 FlashAlibaba (Qwen)Alibaba (Qwen)——No recorded result
Qwen3.8 Max (0902)Latest versionAlibaba (Qwen)Alibaba (Qwen)——No recorded result
Qwen3.8 Omni FlashAlibaba (Qwen)Alibaba (Qwen)——No recorded result
Raon-1 mini previewKRAFTON AIKRAFTON AI——No recorded result
Recursive FlintRecursiveRecursive——No recorded result
Ripple-65B PreviewRicursive IntelligenceRicursive Intelligence——No recorded result
Sage-A1.5Shanghai AI LaboratoryShanghai AI Laboratory——No recorded result
SenseNova-Loop-9B-PreviewSenseNovaSenseNova——No recorded result
Solar Mini 4UpstageUpstage——No recorded result
Solar Pro 4UpstageUpstage——No recorded result
Spark-X2.6-1.7BSparkLLMSparkLLM——No recorded result
Spark-X2.6-4BSparkLLMSparkLLM——No recorded result
Step 5 PreviewStepFunStepFun——No recorded result

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