---
id: "/tags/practical-guide/"
title: "Practical Guide"
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url: "https://skillissue.dev/tags/practical-guide/"
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---

# Practical Guide

[Beginner](/levels/beginner/index.md) [Intermediate](/levels/intermediate/index.md) [Advanced](/levels/advanced/index.md) [Expert](/levels/expert/index.md)

6 resources · page 1 of 1

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### [GigaChat prompt engineering fundamentals](/prompting/model-specific-guides/sber-gigachat-prompt-engineering/index.md)

by [Sber / GigaChat](https://developers.sber.ru/docs/ru/gigachat/prompts-hub/prompt-engineering)

A Russian-language checklist for making GigaChat requests specific, testable and easier to revise.

Beginner · RU · closed resource · ru 

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### [GigaChain agent cookbook](/agents/tool-use-and-mcp/ai-forever-gigachain-cookbook/index.md)

by [GigaChain / ai-forever](https://github.com/ai-forever/gigachain)

Russian notebooks connect GigaChat to typed functions, retrieval and MCP tools.

Intermediate · RU · open resource · ru 

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### [Hello-Agents: build agents in Chinese](/agents/agent-design-patterns/datawhale-hello-agents/index.md)

by [Sizhou Chen, Tao Sun, Shufan Jiang and Datawhale contributors](https://github.com/datawhalechina/hello-agents)

Chinese explanations and code move from model calls to ReAct, planning and reflection.

Intermediate · CN · closed resource · zh 

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### [Qwen2.5 LoRA fine-tuning walkthrough (Chinese)](/model-training/fine-tuning/datawhale-qwen25-lora/index.md)

by [Datawhale self-llm contributors](https://github.com/datawhalechina/self-llm)

Follow a concrete Chinese LoRA recipe from instruction records to a trained adapter and inference.

Intermediate · CN · open resource · zh 

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### [ruGPT training and fine-tuning examples](/model-training/fine-tuning/ai-forever-rugpt-training/index.md)

by [SberDevices / ai-forever](https://github.com/ai-forever/ru-gpts)

Inspect Russian-model fine-tuning and pretraining scripts, with explicit warnings about the legacy environment.

Advanced · RU · open resource · en 

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### [LLAMATOR: authorized conversational AI security testing](/security-and-red-teaming/security-tooling/llamator-authorized-testing/index.md)

by [Roman Neronov, Timur Nizamov and Nikita Ivanov / LLAMATOR](https://github.com/LLAMATOR-Core/llamator)

A Russian-origin framework for assessing your own chatbots, with reviewable test histories and reports.

Advanced · RU · closed resource · en 

[Plain-text Markdown copy](/tags/practical-guide/index.md)