How SWE-Bench Pro V2 is scored · Scale AI source Measure models on real work See how open, closed, and specialized models perform on domain-specific tasks drawn from production workloads. Evaluate models against the tasks, constraints, and quality standards that define acceptable…
Root-cause analysis on live incidents, narrowing traces, logs, and metrics to the failing change. How ORCA Benchmark is scored · Traversal source Measure models on real work See how open, closed, and specialized models perform on domain-specific tasks drawn from production…
How Short Form Bench is scored · Naïve source Measure models on real work See how open, closed, and specialized models perform on domain-specific tasks drawn from production workloads. Evaluate models against the tasks, constraints, and quality standards that define acceptable…
DeepSeek V4.1 Flash 1017 Nemotron 3.5 Super VL Hy4 is an open-weight model from Tencent, released November 4, 2026. It ranks #13 of 33 models on the Vals Index with 59.35%. Its best result is #15 of 81 on Tax Agent Bench. Release Date: Nov 4, 2026 59.35 % ± 1.08 Cost / Test (Vals Index) 51 min 31 s…
By: Kane Moscoe, special to CCX Media Students in a Wayzata High School class recently combined technology and athletics during a two-day scouting combine. Students used the software Gemini Canvas to create apps that tracked their classmates’ performances during athletic…
The Allen Institute for AI (Ai2) introduced StateBench on November 3, 2026, releasing a four-level benchmark, dataset and code for testing whether language models can track changing variables across long documents. Ai2 reported that all four frontier models it tested broke down on harder…
TokenCap v1.6 shipped with a line we liked a lot: "12.2× fewer tokens, same answer." It came from benchmarks/run.js. It was wrong in five separate ways, and it is now retracted in docs/HONEST-NUMBERS.md. This post is the list,…
In today's guide, we will learn about the Siege benchmarking tool. We will see how to install and use it with Ubuntu 20.04. Let us quickly learn the basic overview of Siege. Attention: Please read the note below before attempting to…
Every "Rust web framework benchmark" I find runs on a 64-core machine and reports millions of requests per second. That tells me nothing. The servers I actually pay for have 1 or 2 vCPUs and 1 GB of RAM. I wanted to know…
The six rows that cite Scale's leaderboard are all older models (scores from 9.67 to 38.7). The six rows that name a harness name four different ones: Claude Code (three rows), LingCode, NexAU and SWE-Agent. That leaves 41 of 47 rows with no stated…
Load tests, profiling, chaos drills, and latency/throughput targets.
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