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…
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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 …
Evaluating performance and efficiency of the GitHub Copilot agentic harness across models and tasks
Explore how the GitHub Copilot agentic harness delivers strong results across multiple benchmarks and leading token efficiency, while maintaining flex…
I needed up-to-date .NET mapper benchmarks. They didn't exist.
The day AutoMapper stopped being a no-brainer For years, AutoMapper was the default. You added the NuGet package, wrote a profile, and never thought a…
1C Code Bench — спустя 5 месяцев
В прошлой статье я описал 1C Code Bench — бенчмарк для оценки способности LLM писать правильный код на 1С. Там я описал принципы составления задач и п…
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…
We Tested 10 Untested LLMs on Agent Coding — The Results Are In
We Tested 10 Untested LLMs on Agent Coding — The Results Are In Yesterday I promised to benchmark 10 LLMs that have never been tested on real agent co…
Why I spun my benchmark into its own repo (and why every dev tool with a benchmark should)
This week I shipped a benchmark for code-intelligence MCP servers and posted the results — including the cases where my own tool lost. Within 36 hours…