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
Gemini 3.6 Flash

Gemini 3.6 Flash

Google DeepMind's workhorse Flash model cuts output tokens 17% versus Gemini 3.5 Flash, drops output pricing to $7.50/M, and cuts DeepSWE task tokens by 65% while trailing GPT-5.6 Luna and Grok 4.5 on raw coding scores.

DeepSeek-R1

DeepSeek-R1

DeepSeek-R1 is the 671B-parameter open-weight reasoning model that matched OpenAI o1 on math and coding benchmarks and triggered a $589 billion single-day drop in Nvidia's market cap in January 2025.

Luma Ray3.2

Luma Ray3.2

Luma Ray3.2 is Luma AI's current flagship video model - native 16-bit HDR, 16-keyframe control, and the company's first full developer API, but still no native audio.

Pika 2.5

Pika 2.5

Pika Labs' flagship video model trades cinematic Elo rankings for the deepest creative-effects toolkit in AI video, plus a pivot into real-time agent video with PikaStream.

Haiper 2.x

Haiper 2.x

Haiper 2.x is the cheapest per-second AI video API on the market at $0.033/sec, now run by NetMind.AI after Haiper's consumer app shut down and its founders joined Microsoft.

AI Video Generation Pricing - July 2026

AI Video Generation Pricing - July 2026

Runway cut Gen-4.5 pricing in half and Kling 3.0 went first-party - normalized per-second video API pricing across nine vendors, plus the Sora API shutdown risk nobody's pricing page mentions.

Hailuo 02

Hailuo 02

MiniMax's Hailuo 02 pairs a physics-aware architecture with some of the cheapest per-second video pricing in the industry, though newer rivals have since passed it on raw quality.

Mochi 1

Mochi 1

Genmo's Apache 2.0 licensed 10B-parameter video generator is the largest open-weight text-to-video model released, with no managed API and roughly $0.33 per clip to self-host on an H100.

Qwen3.8-Max-Preview

Qwen3.8-Max-Preview

Alibaba's 2.4 trillion parameter multimodal MoE model claims to trail only Claude Fable 5, but ships with no model card, no benchmark table, and no confirmed pricing.

Bonsai 27B

Bonsai 27B

Bonsai 27B compresses Alibaba's Qwen3.6-27B into 1-bit and ternary weights, shrinking a 54GB model to as little as 3.9GB so it runs on an iPhone.