Model evidence profile

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Dots Studio · Open Weight · Reasoning

currentestimated
Overall public score
68.66
Source rank
#22
Evidence coverage
7 benchmarks · 1 sources

Strongest published evidencePublic overall score 68.66 at source rank #22.

Validate before choosingValidate current route pricing and evidence availability before choosing.

Revision benchmark_3b14dc55ef5307cfe91356d3ea348101 · Published Aug 30, 2026 · Checked Aug 30, 2026 · stale

Relative field position

Capability radar

Percentiles use eligible source ranks. Missing axes remain unavailable and never become zero.

Capability ranking percentile radarAgenticCodingInstruction FollowingKnowledgeMultimodal groundedOverallReasoning
Agentic percentile
85.6 percentileRank #21 of 140
Coding percentile
77.1 percentileRank #34 of 145
Instruction Following percentile
87.8 percentileRank #6 of 42
Knowledge percentile
Knowledge: Unavailable
Multimodal grounded percentile
Multimodal grounded: Unavailable
Overall percentile
Overall: Unavailable
Reasoning percentile
Reasoning: Unavailable

Published measurements

Category scores

Scores retain their source units; percentile and rank appear only for eligible fields.

Agenticestimated
61.1
Rank
#21 of 140
Percentile
85.6%
Benchmarks
7
Codingestimated
61.5
Rank
#34 of 145
Percentile
77.1%
Benchmarks
7
Instruction Followingestimated
92.2
Rank
#6 of 42
Percentile
87.8%
Benchmarks
7
Knowledgeestimated
76.2
Rank
Not ranked
Percentile
Unavailable
Benchmarks
7
Overallestimated
68.7
Rank
#22
Percentile
Unavailable
Benchmarks
7
Reasoningestimated
76.0
Rank
Not ranked
Percentile
Unavailable
Benchmarks
7

Route-specific facts

Pricing and specifications

Conflicting routes remain separate and attributable.

Direct API pricing is unavailable.

Context window
512,000
Maximum output
Unavailable
Input modalities
Unavailable
Output modalities
Unavailable
Release date
2026-08-14
Self hosting
Not verified

Auditable evidence

Benchmark ledger

Display values, source ranks, and provenance remain visible without implying unsupported aggregate weight.

agentic

ScoreRankWeightLast UpdatedSource
61.10#21Not publishedAug 29, 2026BenchLM

coding

ScoreRankWeightLast UpdatedSource
61.50#34Not publishedAug 29, 2026BenchLM

instructionFollowing

ScoreRankWeightLast UpdatedSource
92.20#6Not publishedAug 29, 2026BenchLM

knowledge

ScoreRankWeightLast UpdatedSource
76.20Not rankedNot publishedAug 29, 2026BenchLM

multimodalGrounded

ScoreRankWeightLast UpdatedSource
63.60Not rankedNot publishedAug 29, 2026BenchLM

reasoning

ScoreRankWeightLast UpdatedSource
76.00Not rankedNot publishedAug 29, 2026BenchLM

overall

ScoreRankWeightLast UpdatedSource
68.66#22Not publishedAug 29, 2026BenchLM

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