Zukko Blog
Guides to Claude Code, Cursor, Codex and the Claude and GPT APIs: setup, token savings and troubleshooting.
Cline workflows: repeatable scenarios in one command
5 min · · автоматизация
Release, PR review, a daily changelog: any repeating sequence can be written in markdown and launched from the Cline chat. Format and cost per run.
Knowledge base in Open WebUI: RAG setup on your own documents
7 min · · автоматизация
Open WebUI lets you upload documents and ask questions about them. We show how to create a knowledge base, which settings affect answer accuracy, and what a single question costs.
AI for accounting: where it helps and where it must not be trusted
5 min · · бизнес
Where a model really saves an accountant's time and where it cannot be trusted unchecked. Code to extract fields from a document with an arithmetic check, and a cost estimate.
Chat PDF: asking questions about a PDF through an AI API
6 min · · автоматизация
Two ways to question a PDF with a model: put the document in context and cache it, or retrieve the relevant parts. Python code and the price of twenty questions.
Documents from a template with AI: filling templates from data
4 min · · автоматизация
A Word template, a data table and a script: hundreds of standard documents in one run. What to give the model, what to compute in code and how to verify fields.
AI for teachers: lesson plans, assignments and checking student work
5 min · · бизнес
How a teacher can prepare materials with a model: tiered assignments, criteria, draft feedback. What to check, what not to delegate and what it costs.
AI for SMM: a content plan and batches of posts via API
5 min · · автоматизация
A monthly content plan and thirty posts in one voice from a single script. How to describe the brand voice, generate in batches and check the output.
AI for marketers: research, copy and analysis without made-up facts
5 min · · бизнес
Where a model really saves a marketer's time and where it invents numbers. Code for review analysis, fact-checking rules and a cost estimate.
Comparing documents with AI: finding the meaningful differences
5 min · · автоматизация
Combine an ordinary text diff with a model's semantic review to see which edits change the terms and which are cosmetic. Code, report format and cost.
Website analysis with AI: auditing pages, texts and structure via API
4 min · · автоматизация
Collect page data with a script, send the model compact JSON and get a report on headings, meta tags and text structure. With a cost estimate and honest limits.
An AI agent for marketplaces: product cards, reviews and replies
4 min · · автоматизация
Seller tasks you can hand to a model through an API: product cards, review replies, return-reason analysis. Pipeline, code and a cost estimate for 5,000 reviews as an example.
Checking documents with AI: a checklist of errors it finds well
5 min · · бизнес
A checklist of checks that are convenient to give a model, and the ones that are not. Plus short code: rule checks in code, semantic findings from the model.
Legal documents with AI: drafting claims, letters and contracts
5 min · · бизнес
How to get a clean draft of a claim or letter from a model: source data, a template, a ban on invented citations and mandatory human review.
Dify vs n8n: LLM apps versus process automation
6 min · · автоматизация
Dify and n8n are often placed side by side though they solve different problems. We cover when you need an LLM app builder and when you need integration flows.
RAG for 1C: searching documentation and configuration code with AI
5 min · · бизнес
Build an assistant that answers questions about your configuration and internal rules with a source reference. Python code and a per-query cost estimate.
A neural network for solving programming problems: learn, do not copy
4 min · · development
A model can be set up so it does not hand over the answer at once but walks you up a ladder of hints. The prompt, the script and the checking tricks.
Cline CLI: the Cline Agent in the Terminal with Your Own Model Provider
5 min · · агенты
Cline works outside the editor too. The console version installs via npm, takes tasks from arguments and pipes, and connects to any compatible provider.
PDF to Excel with a neural network: extract tables without copy-paste
4 min · · автоматизация
A working pipeline: pull a table out of a PDF, ask the model for JSON, write xlsx and reconcile the totals so a silent error does not slip through.
AI for a sales team: scripts, emails and call review from transcripts
5 min · · бизнес
Four sales tasks a model can take on: scripts, customer emails, call review and CRM drafts. With a code example and a monthly estimate.
Translating games with AI: localizing strings without broken tags
5 min · · автоматизация
How to translate thousands of game strings without breaking placeholders, tags or UI layout: batch format, checks, retries and cost.
An MCP server for Jira: tasks and comments straight from the agent
6 min · · агенты
We connect the official Atlassian MCP server to Claude Code: JQL search, comments, access rights and safe token handling.
A neural-network chat on Gradio: a streaming UI in an hour
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.
A neural network for Excel macros: VBA code from a task description
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.
Formatting documents to GOST with a neural network: what AI can and cannot do
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.