Independent benchmarks, pricing data, and developer tools — so you pick the right model, not the most marketed one.
DeepSeek R1 vs Gemini vs GPT — which cheap model actually codes well?
ToolEvery major AI API price, updated weekly. Built-in cost calculator.
ProductDesktop IDE for prompt engineering — version control, testing, multi-model comparison.
ArticleBeyond benchmarks — a practical framework for choosing the right LLM for your use case.
In-depth guides and analysis on the topics that matter most
GLM-5 launched with bold claims of beating Kimi K2.5 on intelligence, coding, and speed. After two weeks of real OpenClaw agentic workflow testing, here's the honest truth: benchmarks lie, z.ai is slow, and Kimi K2.5 still wins where it matters.
Two AI coding agents dropped on the same day. I tested both at enterprise scale. Here's why Claude Opus 4.6 wins despite what the benchmarks say.
Managing production prompts for AI agents is a nightmare. Learn how to avoid the '30 txt files' chaos, prevent prompt drift, and implement modular versioning for scalable agentic systems.
The latest from the blog
Set up Claude Code Channels with Telegram in under 5 minutes. Step-by-step guide with real terminal output, daily usage tips, permission handling, and troubleshooting from hands-on experience.
Dmytro Chaban
1M tokens is table stakes. What the model does inside that window is what matters. I compared Claude Opus 4.6 and Gemini 3.1 Pro on agentic handling, retrieval quality, and real-world cost. Here's who wins.
Dmytro Chaban
Claude Code silently changed the default reasoning effort to medium. Your output quality dropped and you might not even know why. Here's the fix and what to set based on your subscription tier.
Dmytro Chaban
Google's Gemini 3.1 Flash-Lite just dropped — 363 tok/s, $0.25/1M input, and benchmarks that punch above its weight class. But the pricing is suspiciously close to Gemini 2.5 Flash. Here's the honest breakdown of whether Flash-Lite is a budget play or a speed play.
Dmytro Chaban
I ran Gemini 3.1 Pro through a real 5-step production agent pipeline. It read a Confluence doc, found a line saying 'we need to update documentation,' and abandoned the original task to do exactly that. Here's the honest comparison of Gemini 3.1 Pro vs Claude Sonnet 4.6 and Opus 4.6 for agentic workflows in 2026.
Dmytro Chaban
After a week of testing all three Codex interfaces, here's the setup that actually works: AGENTS.md for repo instructions, skills for repeatable workflows, and config.toml for MCP connections—without the trial-and-error.
Dmytro Chaban