OpenAI GPT-5.3-Codex (xhigh)78.0% vals.ai for GPT-5.3-Codex (xhigh) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for GPT-5.3-Codex on SWE-bench Verified — Vals AI mini-swe-agent 10006 OpenAI GPT-5.4 (xhigh)78.2% vals.ai for GPT-5.4 (xhigh) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for GPT-5.4 on SWE-bench Verified — Vals AI mini-swe-agent 10007 OpenAI GPT-5.5 (xhigh)82.6% vals.ai for GPT-5.5 (xhigh) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for GPT-5.5 on SWE-bench Verified — Vals AI mini-swe-agent 10008 OpenAI GPT-5.6 Luna (max)93.0% vals.ai for GPT-5.6 Luna (max) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for GPT-5.6 Luna on SWE-bench Verified — Vals AI mini-swe-agent 10009 OpenAI GPT-5.6 Sol (max)96.2% vals.ai for GPT-5.6 Sol (max) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for GPT-5.6 Sol on SWE-bench Verified — Vals AI mini-swe-agent 10010 OpenAI GPT-5.6 Terra (max)95.4% vals.ai for GPT-5.6 Terra (max) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for GPT-5.6 Terra on SWE-bench Verified — Vals AI mini-swe-agent 10011 OpenAI GPT-5.2 (xhigh)75.8% vals.ai for GPT-5.2 (xhigh) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for GPT-5.2 on SWE-bench Verified — Vals AI mini-swe-agent 10012 OpenAI GPT-5 (high)69.0% vals.ai for GPT-5 (high) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for GPT-5 on SWE-bench Verified — Vals AI mini-swe-agent 10018 OpenAI GPT-5 mini (high)60.8% vals.ai for GPT-5 mini (high) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for GPT-5 mini on SWE-bench Verified — Vals AI mini-swe-agent 10019 OpenAI GPT-5.4 mini (xhigh)73.0% vals.ai for GPT-5.4 mini (xhigh) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for GPT-5.4 mini on SWE-bench Verified — Vals AI mini-swe-agent 10021 OpenAI GPT-5.4 nano (high)69.8% vals.ai for GPT-5.4 nano (high) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for GPT-5.4 nano on SWE-bench Verified — Vals AI mini-swe-agent 10022 DeepSeek AI DeepSeek-V4-Pro (max)77.4% vals.ai for DeepSeek-V4-Pro (max) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for DeepSeek-V4-Pro on SWE-bench Verified — Vals AI mini-swe-agent 110002 DeepSeek AI DeepSeek-V3.2 (high)67.6% vals.ai for DeepSeek-V3.2 (high) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for DeepSeek-V3.2 on SWE-bench Verified — Vals AI mini-swe-agent 110003 Moonshot AI Kimi K2.5 (thinking)70.0% vals.ai for Kimi K2.5 (thinking) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Kimi K2.5 on SWE-bench Verified — Vals AI mini-swe-agent 120001 Moonshot AI Kimi K2.6 76.2% vals.ai for Kimi K2.6 on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Kimi K2.6 on SWE-bench Verified — Vals AI mini-swe-agent 120002 Moonshot AI Kimi K3 93.4% vals.ai for Kimi K3 on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Kimi K3 on SWE-bench Verified — Vals AI mini-swe-agent 120003 Alibaba (Tongyi) Qwen3.6-Plus 73.4% vals.ai for Qwen3.6-Plus on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Qwen3.6-Plus on SWE-bench Verified — Vals AI mini-swe-agent 130004 Alibaba (Tongyi) Qwen3.7-Max 68.8% vals.ai for Qwen3.7-Max on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Qwen3.7-Max on SWE-bench Verified — Vals AI mini-swe-agent 130006 Alibaba (Tongyi) Qwen3.8-Max 85.6% vals.ai for Qwen3.8-Max on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Qwen3.8-Max on SWE-bench Verified — Vals AI mini-swe-agent 130008 MiniMax MiniMax M2.5 74.2% vals.ai for MiniMax M2.5 on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for MiniMax M2.5 on SWE-bench Verified — Vals AI mini-swe-agent 140001 MiniMax MiniMax M2.7 73.8% vals.ai for MiniMax M2.7 on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for MiniMax M2.7 on SWE-bench Verified — Vals AI mini-swe-agent 140002 MiniMax MiniMax M3 75.0% vals.ai for MiniMax M3 on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for MiniMax M3 on SWE-bench Verified — Vals AI mini-swe-agent 140003 Z.ai GLM-4.7 69.4% vals.ai for GLM-4.7 on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for GLM-4.7 on SWE-bench Verified — Vals AI mini-swe-agent 150001 Z.ai GLM-5 (thinking)71.4% vals.ai for GLM-5 (thinking) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for GLM-5 on SWE-bench Verified — Vals AI mini-swe-agent 150002 Z.ai GLM-5.1 76.4% vals.ai for GLM-5.1 on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for GLM-5.1 on SWE-bench Verified — Vals AI mini-swe-agent 150003 Z.ai GLM-5.2 (max)82.8% vals.ai for GLM-5.2 (max) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for GLM-5.2 on SWE-bench Verified — Vals AI mini-swe-agent 150004 Z.ai GLM-5.3 (max)95.4% vals.ai for GLM-5.3 (max) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for GLM-5.3 on SWE-bench Verified — Vals AI mini-swe-agent 150005 Z.ai GLM-5.3-Flash (max)92.0% vals.ai for GLM-5.3-Flash (max) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for GLM-5.3-Flash on SWE-bench Verified — Vals AI mini-swe-agent 150006 OpenAI gpt-oss-120b 33.6% vals.ai for gpt-oss-120b on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for gpt-oss-120b on SWE-bench Verified — Vals AI mini-swe-agent 15001 Thinking Machines Lab Inkling (0.99)77.6% vals.ai for Inkling (0.99) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Inkling on SWE-bench Verified — Vals AI mini-swe-agent 160001 Thinking Machines Lab Inkling-Small (0.99)82.2% vals.ai for Inkling-Small (0.99) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Inkling-Small on SWE-bench Verified — Vals AI mini-swe-agent 160002 Anthropic Claude Sonnet 4.5 (thinking)70.0% vals.ai for Claude Sonnet 4.5 (thinking) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Claude Sonnet 4.5 on SWE-bench Verified — Vals AI mini-swe-agent 20005 Anthropic Claude Haiku 4.5 (thinking)66.6% vals.ai for Claude Haiku 4.5 (thinking) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Claude Haiku 4.5 on SWE-bench Verified — Vals AI mini-swe-agent 20006 Anthropic Claude Opus 4.5 (thinking)76.4% vals.ai for Claude Opus 4.5 (thinking) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Claude Opus 4.5 on SWE-bench Verified — Vals AI mini-swe-agent 20007 Anthropic Claude Opus 4.6 (thinking)78.2% vals.ai for Claude Opus 4.6 (thinking) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Claude Opus 4.6 on SWE-bench Verified — Vals AI mini-swe-agent 20008 Anthropic Claude Sonnet 4.6 77.4% vals.ai for Claude Sonnet 4.6 on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Claude Sonnet 4.6 on SWE-bench Verified — Vals AI mini-swe-agent 20009 Anthropic Claude Opus 4.7 82.0% vals.ai for Claude Opus 4.7 on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Claude Opus 4.7 on SWE-bench Verified — Vals AI mini-swe-agent 20010 Anthropic Claude Opus 4.8 88.6% vals.ai for Claude Opus 4.8 on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Claude Opus 4.8 on SWE-bench Verified — Vals AI mini-swe-agent 20011 Anthropic Claude Fable 5 95.0% vals.ai for Claude Fable 5 on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Claude Fable 5 on SWE-bench Verified — Vals AI mini-swe-agent 20012 Anthropic Claude Sonnet 5 79.6% vals.ai for Claude Sonnet 5 on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Claude Sonnet 5 on SWE-bench Verified — Vals AI mini-swe-agent 20013 Anthropic Claude Opus 5 97.0% vals.ai for Claude Opus 5 on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Claude Opus 5 on SWE-bench Verified — Vals AI mini-swe-agent 20014 Google (DeepMind) Gemini 3.8 Flash (high)80.0% vals.ai for Gemini 3.8 Flash (high) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Gemini 3.8 Flash on SWE-bench Verified — Vals AI mini-swe-agent 30004 Google (DeepMind) Gemini 3.1 Pro (high)78.8% vals.ai for Gemini 3.1 Pro (high) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Gemini 3.1 Pro on SWE-bench Verified — Vals AI mini-swe-agent 30005 Google (DeepMind) Gemini 3.5 Flash (high)78.8% vals.ai for Gemini 3.5 Flash (high) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Gemini 3.5 Flash on SWE-bench Verified — Vals AI mini-swe-agent 30006 Google (DeepMind) Gemini 3.6 Flash (high)79.6% vals.ai for Gemini 3.6 Flash (high) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Gemini 3.6 Flash on SWE-bench Verified — Vals AI mini-swe-agent 30007 Google (DeepMind) Gemini 3 Pro (high)76.4% vals.ai for Gemini 3 Pro (high) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Gemini 3 Pro on SWE-bench Verified — Vals AI mini-swe-agent 30008 Google (DeepMind) Gemini 3 Flash (high)75.0% vals.ai for Gemini 3 Flash (high) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Gemini 3 Flash on SWE-bench Verified — Vals AI mini-swe-agent 30009 Google (DeepMind) Gemini 3.7 Flash (high)80.8% vals.ai for Gemini 3.7 Flash (high) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Gemini 3.7 Flash on SWE-bench Verified — Vals AI mini-swe-agent 30010 SpaceXAI Grok 4.5 (high)86.6% vals.ai for Grok 4.5 (high) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Grok 4.5 on SWE-bench Verified — Vals AI mini-swe-agent 40001 SpaceXAI Grok 4.6 (high)95.6% vals.ai for Grok 4.6 (high) on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Grok 4.6 on SWE-bench Verified — Vals AI mini-swe-agent 40002