Seed2.0 Pro Benchmarks Explained: How The $0.47 “3000 Codeforces Club” Model Forces A Rethink

Seed2.0 feature image: Seed2.0 Pro Benchmarks Explained and why $0.47 iteration economics forces a rethink.

Introduction A weird thing is happening in model land: the smartest move might be to stop arguing about “best model” and start arguing about “best loop.” Best loop wins because it runs more times. That’s why Seed2.0 matters. Not because it’s a magical new brain. Because it changes the economics of iteration while still posting … Read more

Gemini: The Definitive Guide for 2026

Gemini hub page banner featuring Gemini AI guides, benchmarks, and latest posts

If you build software, ship content, or run research workflows, Gemini is one of the few model families that can cover “write + code + multimodal + agentic” without turning into a science project. This hub is the clean index: what to read first, what to compare, and what to use when you need results. … Read more

Claude: The Definitive Guide for 2026

Claude Hubpage feature

If you write code, build products, or do research, you already know the truth: Claude is not a toy—it’s a power tool for thinking. Used well, it compresses hours into minutes. Used poorly, it wastes both compute and attention. I keep this hub simple: one page, updated regularly. It opens with a quick primer, then … Read more