FrontierSWE · source release snapshot; version not specified

Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

Cited comparator result; see the benchmark footnote.

Comparison limit: The Qwen card cites an external leaderboard or release report for this comparator; it is not a new Qwen evaluation. The source states that Fable 5 results may involve fallback execution; an exact configuration is not established.

Qwen/Qwen3.8-2.4T-A95B · Performance table: FrontierSWE · reviewed 2026-09-12

Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

First-party reported result.

Qwen/Qwen3.8-2.4T-A95B · Performance table: FrontierSWE · reviewed 2026-09-12

Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

Cited comparator result; see the benchmark footnote.

Comparison limit: The Qwen card cites an external leaderboard or release report for this comparator; it is not a new Qwen evaluation.

Qwen/Qwen3.8-2.4T-A95B · Performance table: FrontierSWE · reviewed 2026-09-12

Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

Cited comparator result; see the benchmark footnote.

Comparison limit: The Qwen card cites an external leaderboard or release report for this comparator; it is not a new Qwen evaluation.

Qwen/Qwen3.8-2.4T-A95B · Performance table: FrontierSWE · reviewed 2026-09-12

Table headers: Kimi K3, GPT-5.6 Sol, Opus 4.8 and GLM-5.2 max; GPT-5.5 xhigh; Fable 5 max with fallbacks. Benchmark-specific footnotes override header settings; cited results are not new Moonshot evaluations. Benchmark-specific tools, harness and budget documented under Evaluation Details. Kimi temp1; single-step top_p.95,agentic top_p1; vision tools=Python,3runs except ZeroBench5runs.

Cited result; see benchmark-specific Evaluation Details.

Comparison limit: Kimi K3 Evaluation Details cites FrontierSWE leaderboard; retain as published context, not a new Moonshot comparison.

moonshotai/Kimi-K3 · Performance table: FrontierSWE · reviewed 2026-09-12

GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

Externally evaluated result, attributed in the source footnote.

Comparison limit: The GLM card attributes this evaluation to Proximal; it is not a new Z.ai comparison. The source column includes fallback execution without a documented exact effort.

zai-org/GLM-5.3 · Performance table: FrontierSWE · reviewed 2026-09-12

Table headers: Kimi K3, GPT-5.6 Sol, Opus 4.8 and GLM-5.2 max; GPT-5.5 xhigh; Fable 5 max with fallbacks. Benchmark-specific footnotes override header settings; cited results are not new Moonshot evaluations. Benchmark-specific tools, harness and budget documented under Evaluation Details. Kimi temp1; single-step top_p.95,agentic top_p1; vision tools=Python,3runs except ZeroBench5runs.

Cited result; see benchmark-specific Evaluation Details.

Comparison limit: Kimi K3 Evaluation Details cites FrontierSWE leaderboard; retain as published context, not a new Moonshot comparison.

moonshotai/Kimi-K3 · Performance table: FrontierSWE · reviewed 2026-09-12

GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

Externally evaluated result, attributed in the source footnote.

Comparison limit: The GLM card attributes this evaluation to Proximal; it is not a new Z.ai comparison.

zai-org/GLM-5.3 · Performance table: FrontierSWE · reviewed 2026-09-12

Table headers: Kimi K3, GPT-5.6 Sol, Opus 4.8 and GLM-5.2 max; GPT-5.5 xhigh; Fable 5 max with fallbacks. Benchmark-specific footnotes override header settings; cited results are not new Moonshot evaluations. Benchmark-specific tools, harness and budget documented under Evaluation Details. Kimi temp1; single-step top_p.95,agentic top_p1; vision tools=Python,3runs except ZeroBench5runs.

Cited result; see benchmark-specific Evaluation Details.

Comparison limit: Kimi K3 Evaluation Details cites FrontierSWE leaderboard; retain as published context, not a new Moonshot comparison.

moonshotai/Kimi-K3 · Performance table: FrontierSWE · reviewed 2026-09-12

GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

Externally evaluated result, attributed in the source footnote.

Comparison limit: The GLM card attributes this evaluation to Proximal; it is not a new Z.ai comparison.

zai-org/GLM-5.3 · Performance table: FrontierSWE · reviewed 2026-09-12

GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

Externally evaluated result, attributed in the source footnote.

Comparison limit: The GLM card attributes this evaluation to Proximal; it is not a new Z.ai comparison.

zai-org/GLM-5.3 · Performance table: FrontierSWE · reviewed 2026-09-12

Table headers: Kimi K3, GPT-5.6 Sol, Opus 4.8 and GLM-5.2 max; GPT-5.5 xhigh; Fable 5 max with fallbacks. Benchmark-specific footnotes override header settings; cited results are not new Moonshot evaluations. Benchmark-specific tools, harness and budget documented under Evaluation Details. Kimi temp1; single-step top_p.95,agentic top_p1; vision tools=Python,3runs except ZeroBench5runs.

Cited result; see benchmark-specific Evaluation Details.

Comparison limit: Kimi K3 Evaluation Details cites FrontierSWE leaderboard; retain as published context, not a new Moonshot comparison.

moonshotai/Kimi-K3 · Performance table: FrontierSWE · reviewed 2026-09-12

Table headers: Kimi K3, GPT-5.6 Sol, Opus 4.8 and GLM-5.2 max; GPT-5.5 xhigh; Fable 5 max with fallbacks. Benchmark-specific footnotes override header settings; cited results are not new Moonshot evaluations. Benchmark-specific tools, harness and budget documented under Evaluation Details. Kimi temp1; single-step top_p.95,agentic top_p1; vision tools=Python,3runs except ZeroBench5runs.

First-party reported result.

moonshotai/Kimi-K3 · Performance table: FrontierSWE · reviewed 2026-09-12

Table headers: Kimi K3, GPT-5.6 Sol, Opus 4.8 and GLM-5.2 max; GPT-5.5 xhigh; Fable 5 max with fallbacks. Benchmark-specific footnotes override header settings; cited results are not new Moonshot evaluations. Benchmark-specific tools, harness and budget documented under Evaluation Details. Kimi temp1; single-step top_p.95,agentic top_p1; vision tools=Python,3runs except ZeroBench5runs.

First-party reported result.

moonshotai/Kimi-K3 · Performance table: FrontierSWE · reviewed 2026-09-12