Guides to Claude Code, Cursor, Codex and the Claude and GPT APIs: setup, token savings and troubleshooting.
5 min · · models
How to connect DeepSeek V4 Pro, send it an image and estimate the cost. And why V4.1 Flash is the better deal for plain text.
3 min · · сравнение
Cheap models are plentiful now, and choosing between them is no longer about price. What actually separates Qwen from GLM in practice.
3 min · · harness
They all read your project and edit code. The differences are in how much they ask, how much they spend, and where they live.
3 min · · шлюз
Comparing price lists is easy and tells you little. Six checks you can run in half an hour that actually affect the bill.
3 min · · сравнение
$0.10 against $0.30 per million, 128K against a million of context. Where cheap wins and where it quietly costs more.
4 min · · сравнение
A subscription and an API solve different problems. Here is what each option actually costs and when it makes sense to keep both.
5 min · · сравнение
Copilot lives in the editor on a subscription; Claude Code is a terminal agent billed per token. Where the working model and the billing actually diverge.
5 min · · сравнение
Claude Code and aider are both terminal-based and agentic, but they treat models and git differently. How they compare, and how to connect both to one key.
4 min · · сравнение
Claude Code runs in a terminal with no editor of its own; Windsurf is a full IDE with a built-in agent. Where the approaches actually diverge.
4 min · · сравнение
The official Anthropic API and Zukko speak the same Messages API protocol, but the similarity stops there. A point-by-point comparison.
5 min · · сравнение
Both give one key access to several providers' models. Here's where Zukko and OpenRouter actually diverge — protocol, caching, and how you pay.