Guides to Claude Code, Cursor, Codex and the Claude and GPT APIs: setup, token savings and troubleshooting.
3 min · · development
Spam, insults, ads, genuine comments — the model labels them and sends unclear cases to a moderator. Here's the code and what it costs.
5 min · · бизнес
A Python script that takes product specs from a CSV, generates descriptions via Zukko, flags texts with violations, and saves the result.
4 min · · бизнес
A new lead in amoCRM sends a webhook to your server, the model assesses the request, and a hint for the manager appears as a note on the card.
5 min · · бизнес
A new lead in Bitrix24 fires a webhook, your server asks the model, and a hint for the manager appears as a comment on the lead card.
5 min · · бизнес
A 1C code template that sends text to Claude, GPT, or GLM and returns the answer: email classification, draft replies, and data extraction.
4 min · · development
How to process thousands of texts in parallel without hitting limits: AsyncOpenAI, a semaphore, retries, stopping on an empty balance, and cost tracking.
4 min · · development
How to send a model's answer to the browser as it's generated: FastAPI keeps the key on the server, and the frontend receives text over SSE.
4 min · · development
Spring AI talks to Claude and GPT through its OpenAI module. The key detail is the base-url: it differs between Spring AI 1.x and 2.x.
4 min · · development
How to call Claude and GPT from PHP: Guzzle, built-in curl, error handling, streaming, and Laravel integration.
3 min · · development
A Claude and GPT client on the Go standard library: a plain request, error handling, SSE streaming, and bounded parallel requests.
6 min · · development
Jan runs both local and cloud models. Here is how to add Zukko as a custom endpoint, pick a model by price and fix the most common errors.
5 min · · development
SillyTavern connects third-party APIs through the Custom (OpenAI-compatible) source. Step-by-step setup, the cost of long chats and common errors.
6 min · · development
A step-by-step guide for developers: where to keep the key, how to call a model from Python and Node.js, how to stream answers correctly, which errors to handle, and how to track the cost of each request.
8 min · · models
A chatbot pays not per question but for the whole dialog with its history. We go through the model selection criteria, price 1,000 dialogs on three models with and without caching, and show how to measure latency yourself.
6 min · · автоматизация
A working inbox triage setup: messages over IMAP, category, priority and a draft reply as JSON, masking personal data, human review, and the cost per 1,000 emails.
6 min · · автоматизация
How to analyze CSV and Excel with a model via API: pandas computes the numbers, the model looks for patterns and writes findings as JSON, and code checks that each finding rests on a real metric.
7 min · · API keys
How an API gateway differs from a network proxy, the criteria for choosing one, questions to ask before your first payment, and how to check yourself that charges match the math.
6 min · · development
What an "OpenAI-compatible API" really means, why a client only needs a new base_url and key, how the Anthropic format differs, and how to test the connection in five minutes.
6 min · · development
Building a website chatbot: the key stays on the server, a FastAPI backend with streaming, a cheap model, a cost estimate and limits against abuse.
6 min · · сравнение
Comparing Claude and GPT models on what can be measured: price, intelligence index, caching, API format and tool support — and how to decide on your own data.
5 min · · models
The whole GPT-6 lineup in one place: prices, intelligence index, caching, when to use which model, and how to connect with Python and curl.
6 min · · models
How to write with AI models via chat and API: choosing a model, the brief, the draft, editing, fact-checking and the cost of one article.
6 min · · IDE
Eight AI coding tools: how they differ according to their own docs, and how to connect each one to a single API key.
7 min · · экономия
We price a month of Claude Code by tokens: three load profiles, a formula with caching, a comparison with subscriptions, and ways to stay on budget.