Guides to Claude Code, Cursor, Codex and the Claude and GPT APIs: setup, token savings and troubleshooting.
5 min · · автоматизация
How to translate thousands of game strings without breaking placeholders, tags or UI layout: batch format, checks, retries and cost.
6 min · · агенты
A model only knows what was in its training data. Here is how to connect web search through MCP, how the options differ and how many tokens the results take.
5 min · · development
A working process: a local copy of the site, a terminal agent, WordPress rules, code checks and safe storage of the API key.
5 min · · development
How to get a model to write markup without junk divs and broken responsiveness: prompt, mockup screenshot input, a Python script and result checks.
6 min · · агенты
We connect the official Atlassian MCP server to Claude Code: JQL search, comments, access rights and safe token handling.
4 min · · агенты
Step by step we build a simple JavaScript game with the Claude Code agent: how to phrase the mechanics, how to iterate, which bugs to catch and what a session costs.
5 min · · development
We build a Gradio chat web UI where the reply streams in, you can pick a model and a system prompt, and every answer shows its cost in dollars.
5 min · · автоматизация
How to phrase a task for the model to get a working VBA macro, how to test it on a copy of the file and what to do about Run-time errors.
6 min · · IDE
We compare Windsurf and Cursor on what can be verified: agent modes, Tab, rules, MCP and bringing your own key, with an honest note where the docs are silent.
5 min · · автоматизация
The model helps with structure, bibliography and captions, but margins, fonts and spacing are better set by a template. A division of labour and a .docx assembly example.
6 min · · экономия
A price table for Gemini 3.8 Flash and 3.7 Flash and three calculations with formulas: a chatbot, bulk classification and a long document, with and without cache.
5 min · · models
What a GPT chatbot is, how to open a Russian-language chat with GPT and Claude models without a subscription, how to choose a model and what ten messages cost.
5 min · · агенты
opencode is an open-source coding agent for the terminal that is not tied to one model vendor. Install, first commands and connecting a key.
6 min · · API keys
What the Gemini API is, which Gemini models are available, how the native format differs from the OpenAI-compatible one, and a first request.
5 min · · payments
The official Qwen API is provided by Alibaba Cloud with its own payment terms. Here is another path, a gateway balance: top-up, key, request and a price calculation with the fee.
5 min · · бизнес
AI will not assemble a Tilda site in a minute, but it helps with block copy, page structure and code for embeds. Working techniques and pitfalls.
5 min · · агенты
Both read your project, edit files and run commands in the terminal. We compare how they connect to models, where settings live, how agents and MCP work, and what it costs.
5 min · · models
What Claude Sonnet is, which tasks it usually gets and how versions 5.5, 5 and 4.6 differ in price, context and index. With a calculation and a test script.
5 min · · API keys
Projects in claude.ai store instructions, documents and chat history. Through the API the same is built from a system prompt, documents in context and a cache.
5 min · · errors
A table of Messages API errors: what each type means, which HTTP code arrives through the gateway, what to retry with a pause and what to fix in the request.
5 min · · IDE
An official Linux beta exists, but only for the Debian family. Its limits and alternatives for other distributions.
5 min · · API keys
What a 429 really means, how RPM differs from TPM and burst, and how to write a client that stays under limits and does not retry what cannot be retried.
6 min · · автоматизация
Dify builds chatbots, workflows and agents in a visual editor. We cover app types, the knowledge base, publishing and connecting models through an OpenAI-compatible API.
6 min · · агенты
Gemini CLI and Claude Code compared by models, custom provider support, access from Russia and cost, plus how to run Gemini through a gateway.