Independent benchmarks, pricing data, and developer tools — so you pick the right model, not the most marketed one.
39 models, 32 adversarial tests. Original benchmark data — the #1 model still fails one.
PillarTier-by-tier breakdown of API and subscription pricing. Subs $20-$200, APIs sub-$1/M to $3+/M.
About10+ years software, 4+ years AI systems. Why these tests are independent.
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
Per-tier pricing reference for LLMs in 2026 — subscription bands ($200/$100/$20/under-$20) and API bands (sub-$1, $1-3, $3+). Lookup, don't read.
Stop trusting leaderboard scores. Here's a practical A/B testing method to find which AI model actually performs best on your specific tasks.
Stop duct-taping configs. This is the clean, reproducible way to set up Claude Code: a minimal CLAUDE.md, reusable skills, MCP tool connections, and quality-of-life hooks.
The latest from the blog
Stop asking which open-weight model is best. Ask which task gets routed where. A working playbook for Kimi K2.5, GLM-5, and the Claude escalation tier.
Dmytro Chaban
I ran the frontier models through a real 5-step ticket-to-PR pipeline. One sentence in a Confluence doc broke Gemini. Here's what survived production.
Dmytro Chaban
Comet vs Dia, scored across 5 real browsing tasks. What an AI browser can actually do in 2026, where the category still fails, and which one to pay for.
Dmytro Chaban
Meta shipped Muse Spark, their first frontier model since Llama 4, their first closed model ever, and the first real output from Meta Superintelligence Labs. Here's what's real, what's missing, and how it stacks up against Claude Mythos Preview.
Dmytro Chaban
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
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