Correctness Has a Price: We Benchmarked Fair Leaderboards
Engineering posts often end with: The new design is correct, scalable, and fast. Fast compared with what? When we changed Podium so tied players rank …
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.NET Matrix: взвешенный выбор библиотеки, а не по звёздам на GitHub
.NET Matrix — это новый открытый проект, который сравнивает .NET-библиотеки внутри одной категории по трём аспектам: возможности , скорость и использо…
LiteSpeed vs Nginx for WordPress: 3 months of production benchmarks
TL;DR Ran LiteSpeed Enterprise (LSWS) and Nginx side-by-side on identical VPS instances for 3 months, hosting the same 12 WordPress sites on each. Lit…
If 30% of Coding Tasks May Be Broken, Your Leaderboard Needs an Uncertainty Budget
OpenAI published an audit of SWE-Bench Pro on July 8, 2026 and estimated that roughly 30% of its tasks are broken. The reported issues make a familiar…
Benchmarking Apple's SpeechAnalyzer API vs. Whisper: Performance, Accuracy, and Use Cases
Originally published on tamiz.pro . Introduction With voice interfaces becoming ubiquitous in applications from virtual assistants to transcription se…
How I Benchmarked an LLM Running Entirely on a Phone (No Cloud, No API)
"It works on my test input" is the most dangerous sentence in on-device AI development. I typed that sentence - or some version of it - a dozen times …
Your model speed benchmark is measuring the wrong thing
Model speed is not a property of the model. It is a property of the model plus your payload size plus your output format plus whether you're constrain…
Как создать свой бенчмарк: 6 уроков с туториала NeurIPS
Посмотрела Туториал NeurIPS «The Art of Benchmarking» — панель с авторами SWE-bench, GPQA и ведущими исследователями из Google DeepMind, NYU и Berkele…
Google Said It Had Native Function Calling. I Tested It.
Google released Gemma 4 E4B with a specific claim: native function calling. "Enhanced coding and agentic capabilities," the model card said. "Native f…