AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

Model reports

FrontierChallenge

Pass-rate results are model-scaffold measurements over the 97 released tasks with one trajectory per system-task pair, so a reported percentage is not a model-only number and does not estimate reliability beyond this release or under a different scaffold.

Evaluation context and evidence

Source
Model reports
Publisher
Not recorded
Benchmark release
2026-08-25
Collected
Not recorded
Modality
Not recorded

These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.

Original sources

Reported results 13

Shown in source observation order, not ranked. Dates retain the precision provided by the source.

ModelValueUnitProtocolReported date and basisSource
Apodex 1.110.3percent97 released tasks; one trajectory per system-task pair; pass = native Score >= 99.9; agent scaffold: Claude Code2026-08-25 · document_publicationFrontierChallenge leaderboard
Claude Opus 517.5percent97 released tasks; one trajectory per system-task pair; pass = native Score >= 99.9; agent scaffold: Claude Code2026-08-25 · document_publicationFrontierChallenge leaderboard
DeepSeek V4 Flash-073112.4percent97 released tasks; one trajectory per system-task pair; pass = native Score >= 99.9; agent scaffold: Claude Code2026-08-25 · document_publicationFrontierChallenge leaderboard
DeepSeek V4 Pro-081313.4percent97 released tasks; one trajectory per system-task pair; pass = native Score >= 99.9; agent scaffold: Claude Code2026-08-25 · document_publicationFrontierChallenge leaderboard
GLM-5.23.1percent97 released tasks; one trajectory per system-task pair; pass = native Score >= 99.9; agent scaffold: Claude Code2026-08-25 · document_publicationFrontierChallenge leaderboard
Gemini 3.7 Flash10.3percent97 released tasks; one trajectory per system-task pair; pass = native Score >= 99.9; agent scaffold: Claude Code2026-08-25 · document_publicationFrontierChallenge leaderboard
Grok 4.620.6percent97 released tasks; one trajectory per system-task pair; pass = native Score >= 99.9; agent scaffold: Claude Code2026-08-25 · document_publicationFrontierChallenge leaderboard
Kimi K317.5percent97 released tasks; one trajectory per system-task pair; pass = native Score >= 99.9; agent scaffold: Claude Code2026-08-25 · document_publicationFrontierChallenge leaderboard
Qwen 3.8 Max15.5percent97 released tasks; one trajectory per system-task pair; pass = native Score >= 99.9; agent scaffold: Claude Code2026-08-25 · document_publicationFrontierChallenge leaderboard
Qwen3.5-397B-A17B4.1percent97 released tasks; one trajectory per system-task pair; pass = native Score >= 99.9; agent scaffold: Claude Code2026-08-25 · document_publicationFrontierChallenge leaderboard
GPT-5.6 Sol20.6percent97 released tasks; one trajectory per system-task pair; pass = native Score >= 99.9; agent scaffold: Codex2026-08-25 · document_publicationFrontierChallenge leaderboard
GPT-5.6 Terra (max)15.5percent97 released tasks; one trajectory per system-task pair; pass = native Score >= 99.9; agent scaffold: Codex2026-08-25 · document_publicationFrontierChallenge leaderboard
Apodex 1.112.4percent97 released tasks; one trajectory per system-task pair; pass = native Score >= 99.9; agent scaffold: Frontier Agent (Agent Team)2026-08-25 · document_publicationFrontierChallenge leaderboard