James Kowalski

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
Qwen3.7-Max

Qwen3.7-Max

Alibaba's agent-first flagship model with a 1M-token context window, topping Terminal-Bench 2.0 and SWE-Bench Pro at roughly one-sixth the cost of Claude Opus 4.7.

NVIDIA SANA-WM

NVIDIA SANA-WM

NVIDIA's SANA-WM is a 2.6B-parameter hybrid linear diffusion transformer that generates 60-second 720p video with 6-DoF camera control on a single H100, built for embodied AI and robotics simulation.

Ministral 3B

Ministral 3B

Mistral AI's smallest open-weight model - 3B parameters, 256K context, Apache 2.0 license, built for edge and cost-sensitive deployments.

AI API Pricing Q2 2026: What Dropped and What Didn't

AI API Pricing Q2 2026: What Dropped and What Didn't

Q2 2026 AI API pricing review: DeepSeek V4 hits the API, GPT-5.5 launches at $5/1M, and overall token costs are down 60-80% year-over-year - but a hidden tokenizer change at Anthropic quietly raised effective prices.

Best AI Tools for Cold Outbound Research in 2026

Best AI Tools for Cold Outbound Research in 2026

The best AI tools for cold outbound prospect research in 2026 - comparing Clay, Apollo.io, LinkedIn Sales Navigator, Lusha, and Cognism on data coverage, AI features, pricing, and which fits each use case.

Best AI Tools for LinkedIn Content in 2026

Best AI Tools for LinkedIn Content in 2026

The best AI tools for LinkedIn content creation in 2026 - comparing Taplio, ContentIn, Supergrow, Jasper AI, and PostSmith on AI writing quality, pricing, voice training, and which use case each fits.

Best AI Tools for Podcast Editing in 2026

Best AI Tools for Podcast Editing in 2026

The best AI tools for podcast editing in 2026 - comparing Descript, Cleanvoice, Opus Clip, Alitu, Riverside, and Auphonic on AI features, pricing, and which editing job each one handles.

Best AI Sales Call Analyzers in 2026

Best AI Sales Call Analyzers in 2026

The best AI sales call analyzers in 2026 - comparing Gong, Avoma, Sybill, Fireflies.ai, and Fathom on pricing, coaching depth, deal intelligence, and which use case each fits.