James Kowalski

AI Benchmarks & Tools Analyst

James is a software engineer turned tech writer who spent six years building backend systems at a fintech startup in Chicago before pivoting to full-time analysis of AI tools and infrastructure. His engineering background means he doesn't just read the spec sheet - he runs the benchmarks, profiles the latency, and checks whether the marketing claims hold up under real workloads.

He studied Computer Science at the University of Illinois at Urbana-Champaign, where he first got hooked on natural language processing during a senior research project on sentiment analysis. He later completed a certificate in data journalism from Northwestern's Medill School.

At Awesome Agents, James owns the leaderboards and tool comparison coverage. He maintains the site's benchmark tracking methodology and is the person who actually runs the numbers before publishing any ranking. He is also an open-source advocate and contributes to several projects in the LLM inference space.

Based in Chicago, IL.

Articles by James Kowalski
Overall LLM Rankings: February 2026
Leaderboards

Overall LLM Rankings: February 2026

Comprehensive ranking of the top large language models in February 2026, combining multiple benchmarks including reasoning, coding, knowledge, and multimodal capabilities.

Feb 17, 2026
Open-Source LLM Leaderboard: February 2026
Leaderboards

Open-Source LLM Leaderboard: February 2026

Rankings of the best open-weight and open-source large language models in February 2026, including DeepSeek V3.2, Qwen 3.5, Llama 4 Maverick, GLM-5, and Mistral 3.

Feb 05, 2026
Best Tools for Running LLMs Locally in 2026
Tools

Best Tools for Running LLMs Locally in 2026

Compare the best tools for running large language models locally: Ollama, LM Studio, llama.cpp, GPT4All, and LocalAI. Includes hardware requirements and model recommendations.

Feb 01, 2026
Best AI-Powered Search Engines in 2026
Tools

Best AI-Powered Search Engines in 2026

Compare the best AI-powered search engines of 2026: Perplexity AI, Google AI Overviews, Bing Copilot, You.com, Phind, and Kagi. How AI search differs from traditional search.

Jan 28, 2026
Best AI Video Generators in 2026
Tools

Best AI Video Generators in 2026

Overview of the best AI video generators in 2026: Sora, Veo, Runway Gen-3, Pika, and Kling. Current capabilities, limitations, pricing, and practical use cases.

Jan 16, 2026