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134 published insights · page 3 of 8
Qwen3.8-27B Reality Check: 77.6 SWE-bench Verified Is Independent, 61.7 Pro Is Vendor-Run
Qwen3.8-27B now has a public 77.6% SWE-bench Verified community run, while Qwen's 61.7 SWE-bench Pro result uses a different vendor-run refined benchmark and harness.
Qwen-Drive 1.0 Reality Check: 90.7 NAVSIM, 12% Off-Road and a Rationale Gap
Qwen-Drive-1.0 posts 90.7 NAVSIM PDMS and halves AlpaSim off-road events to 12%, but its own paper warns that rationales can diverge from trajectories and licensing needs clarification.
OpenAI Automated Research Intern Reality Check: 3.1 Agent-Workdays Are Runtime, Not 3.1× Research Output
OpenAI says it reached an automated research-intern milestone and now logs 3.1 agent-workdays per human workday. The key caveat: that is runtime, not a 3.1× productivity result, and long tas...
Intelligence Index v4.3 Reality Check: 45% Private Weight, 66-Task Terminal-Bench 4 and 657-Task AutomationBench-AA
Artificial Analysis v4.3 raises private-evaluation weight to 45%, upgrades Terminal-Bench to 66-task v4.0 and adds 657-task AutomationBench-AA. Astra and Fable 5.1 tied at 53 in the dated la...
Tencent Hy4 Preview Reality Check: 14.7T Weekly Tokens, $0.26 Agent Arena Tasks, 65.7 Pro Is Vendor-Run
Hy4 preview led OpenRouter weekly usage at 14.7T tokens, up 379%, while Agent Arena shows a low $0.26 median task cost. Tencent's 65.7 SWE-bench Pro score remains vendor-run and the benchmar...
GPT-6 Astra Arena Reality Check: 1,797 Leads WebDev, but Fable 5.1 Shares Rank Spread and Agent Score Is Pending
GPT-6 Astra Max leads Code Arena WebDev at 1,797, but its uncertainty overlaps Claude Fable 5.1. Agent Arena still has no Astra score, so the new evidence is strong but narrower than a unive...
DeepSeek V4 Pro 0813 Reality Check: 96.4% SWE-bench Verified, but Terminal-Bench Swings 87.9% to 54.68%
DeepSeek V4 Pro 0813 is near the top of a shared SWE-bench Verified run at 96.4%, yet Terminal-Bench 2.1 spans 87.9 in DeepSeek's harness versus 54.68 in a separate Vals run. The gap shows w...
E-Commerce Bench Reality Check: GPT-5.6 Sol Earned 14.3×, Fable5 Was More Efficient, and API Cost Is Unscored
E-Commerce Bench gives AI agents ¥100,000 and a simulated year to run online stores. GPT-5.6 Sol leads on assets, but Fable5 uses far fewer tool calls and the benchmark does not score real A...
Booz Allen Cyber Weapon Index Reality Check: 1 of 18 Completed the Full Kill Chain, but Harnesses Change the Risk
Booz Allen tested 18 U.S. and Chinese AI models as autonomous attackers in a live enterprise environment. One model, Claude Mythos, completed the full kill chain, but the study itself warns...
MiniCPM5-2B Reality Check: 46.4 SWE-bench Verified, 14.4 Pro, but AA v4.2 Is 15
OpenBMB reports MiniCPM5-2B at 46.4 on SWE-bench Verified and 14.4 on SWE-bench Pro, while independent Artificial Analysis scores it 15. The benchmarks are not interchangeable, and launch-da...
Ling 3.0 Flash Sante Reality Check: 83.8 DiagnosisArena, 53.9 MedXpertQA, API-Only and No Independent Medical Rerun
Ant reports Ling 3.0 Flash Sante at 83.8 on DiagnosisArena-MCQ but only 53.9 on MedXpertQA-Text. The medical derivative is currently hosted, temporarily free, and still lacks an independent...
K2 Horizon Reality Check: 70.2% Terminal-Bench Falls to 66.9% After Reward-Hacking Audit, 42.6% SWE-bench Pro, and Full Openness Is Still Rolling Out
K2 Horizon is unusually transparent, but its own audit cut Terminal-Bench 2.1 from 70.2% to 66.9%, SWE-bench Verified and Pro must stay separate, and the live training repositories show that...
Artificial Analysis v4.2 Reality Check: Why Fable 5.1 Fell 66→57 and Gemini 3.8 Flash 59→47
Artificial Analysis changed its Intelligence Index on September 4. Lower scores for Fable 5.1, Astra, Gemini 3.8 Flash and Muse Spark 1.3 mostly reflect a harder v4.2 benchmark, not sudden m...
OpenAI Research Intern Reality Check: 3.1 Agent-Workdays, $600/Day Median and Human Steering
OpenAI says its internal coding-agent system has reached its September 2026 “research intern” milestone. The evidence shows heavy parallel agent use and faster experimentation, but not a 3.1...
Gemini 3.8 Flash Cyber Reality Check: 86.2% CyberGym, 47.2% CWE-Bench and Fairwind-Only Access
Google’s restricted Gemini 3.8 Flash Cyber posts 86.2% on CyberGym and 47.2% on the independent held-out CWE-bench. The key is what each benchmark actually tests, which numbers are vendor-ru...
Gemini 3.8 Flash Reality Check: 73.7 DeepSWE, 19.1 Terminal-Bench 4.0 and AA v4.2 at 47
Google’s current Gemini 3.8 Flash evidence is strong but uneven: 73.7% on DeepSWE v1.1, 89.4% on Terminal-Bench 2.1, only 19.1% on Terminal-Bench 4.0, and a current Artificial Analysis v4.2...
Claude Navier-Stokes Rumor Reality Check: Tao Says No, While Fermat’s Proof Is Verifiable
A viral claim says Claude solved Navier–Stokes. Terence Tao says he knows of no such development. We separate that rumor from Anthropic’s verifiable 11-day Fermat formalization.
GPT-6 Astra Cyber Reality Check: 100% ExploitBench, 86/226 FrontierCyber and No Elite Wins
OpenAI calls GPT-6 Astra its first Critical-cyber model, but its 100% ExploitBench score has a contamination warning. Irregular’s 86/226 FrontierCyber result confirms a large jump while show...
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