Guides to Claude Code, Cursor, Codex and the Claude and GPT APIs: setup, token savings and troubleshooting.
4 min · · агенты
We build a small tool: you give a vacancy text and a file with your real experience, and get a tailored résumé, a letter and a list of gaps. No invented skills.
6 min · · models
How to work with a model on prose: build a project bible, hold the style, edit in passes and estimate the cost of a long text.
5 min · · бизнес
How a QA engineer can use a model for test cases, checklists and bug reports, check coverage, and avoid requirements the model made up.
6 min · · автоматизация
The main risk when translating SRT with a neural network is a broken file structure. A scheme where timecodes never reach the model, and a Python script with validation.
5 min · · агенты
A Codex skill is a folder with SKILL.md that the agent loads by description or on your call. Structure, a pytest example, and how it differs from plugins and hooks.
5 min · · development
Different kinds of editing need different prompts. Wording for proofreading, style and cutting, how to get edits with explanations and how not to lose the author's voice.
6 min · · агенты
How to hand an agent a Bitrix24 app or handler without getting invented methods: project rules, webhooks, pagination, tests and a session cost.
6 min · · автоматизация
You do not have to send personal data to a model for it to process a document. How to replace it with labels, restore it in the answer and check that nothing leaked.
5 min · · development
A model writes scripts for routine fast, but running them blindly is risky. How to state the task, demand a safe dry-run mode and check the result before launch.
6 min · · бизнес
A model can draft job posts and emails and do a first-pass resume review. What to hand over, how to treat candidates' personal data and how to prevent biased decisions.
5 min · · агенты
Open WebUI can connect MCP servers and hand their tools to models. We cover step-by-step setup, the limits, and what it does to token usage when you work through a gateway.
5 min · · автоматизация
A good FAQ is built on what customers really ask. A pipeline: group the tickets, answer from the knowledge base with a source reference, and verify the result.
6 min · · IDE
An Obsidian vault is just a folder of Markdown files, so you can open it in Cursor and hand the agent tagging, link hunting and summaries. Here is how to keep the structure safe.
5 min · · бизнес
AI writes smoothly but does not know your business. How to build a brief with facts, get page structure, edit the result before publishing, and what it costs.
6 min · · сравнение
Langflow builds an app on a canvas, LangChain is written in code. Who each approach suits, and how to connect the gateway in both.
6 min · · development
Install Dify with Docker Compose, create the admin account and connect Claude, GPT and DeepSeek models on one key. Plus what to do when containers will not start.
5 min · · development
A model writes regex fast but errs confidently on edge cases. A request with examples, an auto-check loop and protection against hangs.
4 min · · автоматизация
Do not send gigabytes of logs to a model. Filter, group by templates, ask for hypotheses tied to lines and verify them. Code and price estimate inside.
4 min · · автоматизация
How to get letters from a model that do not sound like boilerplate: request structure, ready prompts, a company tone profile and a pre-send check.
5 min · · автоматизация
A model drafts configs and reads logs well, but must not hold production rights. Tasks, safe boundaries and a sample script.
5 min · · агенты
Step by step MCP setup for opencode: the mcp block in config, headers and OAuth, disabling servers for specific agents, and what extra tools cost.
5 min · · development
AI translates code between languages quickly, but it will not preserve behaviour on its own. A module migration plan with reference tests and comparison.
5 min · · автоматизация
DeepSeek V4 Pro accepts images, so it can read text from screenshots and scans. Python code, a JSON mode, accuracy checks and a cost calculation for 1,000 pages.
5 min · · автоматизация
Scientific text breaks where ordinary translation goes smoothly: formulas, terms, references. A pipeline with formula protection, a glossary and checks, and what it costs.