RankingOSWorld Verified · source release snapshot; version not specified

OSWorld Verified · source release snapshot; version not specified

Data updated 12 Sept 2026

Bucket
Agentic
Unit
percent
Direction
Higher is better
Version
source release snapshot; version not specified
Display harness
MiniMax M3 model card benchmark figure
Board
https://huggingface.co/MiniMaxAI/MiniMax-M3

Compare published benchmark results with category weights →

Models

ModelScoreHarnessEvidenceSource-recorded date
Claude Opus 4.7Anthropic82.8%
Reported settings & source

MiniMax launch figure methodology. SWE internal ClaudeCode 4 runs; Terminal 8CPU16GB2h128k Terminus2; Paper/PostTrain Ralph-loop12h; GDPval internal rubric grader; BrowseComp discard64k; OSWorld361tasks. Comparator provider/leaderboard scores where footnoted.

First-party reported result; comparator results retain the source evaluation setup.

MiniMax M3 model card benchmark figure · figures/benchmark.jpeg · reviewed 2026-09-06

MiniMax M3 model card benchmark figurelab self-report2026-09-06
GPT-5.5OpenAI78.7%
Reported settings & source

MiniMax launch figure methodology. SWE internal ClaudeCode 4 runs; Terminal 8CPU16GB2h128k Terminus2; Paper/PostTrain Ralph-loop12h; GDPval internal rubric grader; BrowseComp discard64k; OSWorld361tasks. Comparator provider/leaderboard scores where footnoted.

First-party reported result; comparator results retain the source evaluation setup.

MiniMax M3 model card benchmark figure · figures/benchmark.jpeg · reviewed 2026-09-06

MiniMax M3 model card benchmark figurelab self-report2026-09-06
Gemini 3.1 ProGoogle76.2%
Reported settings & source

MiniMax launch figure methodology. SWE internal ClaudeCode 4 runs; Terminal 8CPU16GB2h128k Terminus2; Paper/PostTrain Ralph-loop12h; GDPval internal rubric grader; BrowseComp discard64k; OSWorld361tasks. Comparator provider/leaderboard scores where footnoted.

First-party reported result; comparator results retain the source evaluation setup.

MiniMax M3 model card benchmark figure · figures/benchmark.jpeg · reviewed 2026-09-06

MiniMax M3 model card benchmark figurelab self-report2026-09-06
MiniMax-M3MiniMax75.2%
Reported settings & source

MiniMax launch figure methodology. SWE internal ClaudeCode 4 runs; Terminal 8CPU16GB2h128k Terminus2; Paper/PostTrain Ralph-loop12h; GDPval internal rubric grader; BrowseComp discard64k; OSWorld361tasks. Comparator provider/leaderboard scores where footnoted.

First-party reported result; comparator results retain the source evaluation setup.

MiniMax M3 model card benchmark figure · figures/benchmark.jpeg · reviewed 2026-09-06

MiniMax M3 model card benchmark figurelab self-report2026-09-06
Kimi-K2.6Moonshot73.1%
Reported settings & source

MiniMax launch figure methodology. SWE internal ClaudeCode 4 runs; Terminal 8CPU16GB2h128k Terminus2; Paper/PostTrain Ralph-loop12h; GDPval internal rubric grader; BrowseComp discard64k; OSWorld361tasks. Comparator provider/leaderboard scores where footnoted.

First-party reported result; comparator results retain the source evaluation setup.

MiniMax M3 model card benchmark figure · figures/benchmark.jpeg · reviewed 2026-09-06

MiniMax M3 model card benchmark figurelab self-report2026-09-06
Claude Sonnet 4.6Anthropic72.5%
Reported settings & source

MiniMax launch figure methodology. SWE internal ClaudeCode 4 runs; Terminal 8CPU16GB2h128k Terminus2; Paper/PostTrain Ralph-loop12h; GDPval internal rubric grader; BrowseComp discard64k; OSWorld361tasks. Comparator provider/leaderboard scores where footnoted.

First-party reported result; comparator results retain the source evaluation setup.

MiniMax M3 model card benchmark figure · figures/benchmark.jpeg · reviewed 2026-09-06

MiniMax M3 model card benchmark figurelab self-report2026-09-06
Claude Opus 4.8Anthropic83.4%
Reported settings & source

Meta Model API xhigh; Gemini high; Opus max; GPT xhigh. Best of self-reported or Meta reproduction unless specified. OSWorld GUI only; Terminal bash only5attempts89tasks6CPU8GB; DeepSWE no internet5attempts.

First-party reported result; comparator results retain the source evaluation setup.

Muse Spark 1.1 evaluation report Figure44 · Figure44 physical page101; methodology pages101–105 · reviewed 2026-09-06

Muse Spark 1.1 evaluation report Figure44lab self-report2026-09-06
Gemini 3.1 ProGoogle76.2%
Reported settings & source

Meta Model API xhigh; Gemini high; Opus max; GPT xhigh. Best of self-reported or Meta reproduction unless specified. OSWorld GUI only; Terminal bash only5attempts89tasks6CPU8GB; DeepSWE no internet5attempts.

First-party reported result; comparator results retain the source evaluation setup.

Muse Spark 1.1 evaluation report Figure44 · Figure44 physical page101; methodology pages101–105 · reviewed 2026-09-06

Muse Spark 1.1 evaluation report Figure44lab self-report2026-09-06
GPT-5.5OpenAI78.7%
Reported settings & source

Meta Model API xhigh; Gemini high; Opus max; GPT xhigh. Best of self-reported or Meta reproduction unless specified. OSWorld GUI only; Terminal bash only5attempts89tasks6CPU8GB; DeepSWE no internet5attempts.

First-party reported result; comparator results retain the source evaluation setup.

Muse Spark 1.1 evaluation report Figure44 · Figure44 physical page101; methodology pages101–105 · reviewed 2026-09-06

Muse Spark 1.1 evaluation report Figure44lab self-report2026-09-06
Muse Spark 1.1Meta80.8%
Reported settings & source

Meta Model API xhigh; Gemini high; Opus max; GPT xhigh. Best of self-reported or Meta reproduction unless specified. OSWorld GUI only; Terminal bash only5attempts89tasks6CPU8GB; DeepSWE no internet5attempts.

First-party reported result; comparator results retain the source evaluation setup.

Muse Spark 1.1 evaluation report Figure44 · Figure44 physical page101; methodology pages101–105 · reviewed 2026-09-06

Muse Spark 1.1 evaluation report Figure44lab self-report2026-09-06