Reference

Reference materials and terms: short explanations of key concepts to navigate articles and technical discussions faster.

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Reference

7/3/2026 / 17 min

How to reduce the consumption of Claude tokens: a complete guide for developers and vibcoders

A practical guide to reducing the consumption of Claude and Claude Code tokens: task model selection, effort levels, prompt caching (-90% on repeated requests), context management, subagents, /compact, MAX THINKING TOKENS. Real cases: -72% of the team expenses for 3 months.

Claude tokensOptimizationprompt caching

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Reference

6/11/2026 / 13 min

Reasoning effort in GPT-5.4 and GPT-5.5: when to use low, medium, high and xhigh

The reasoning.effort parameter in GPT-5.4 and GPT-5.5 – none, low, medium, high, xhigh – directly affects the quality, speed and cost of the response. Discuss what each level means, real numbers by latency and price, and how to choose the right level for your task.

Reasoning effortProm engineeringOptimization

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Reference

6/4/2026 / 7 min

How to properly compose proms for DeepSeek: a complete guide

DeepSeek is a powerful AI model, but many people get mediocre results from it not because the model is bad, but because it is written incorrectly. In this article, you will learn how to formulate queries in order to get accurate, structured and predictable answers.

TextPrompts

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Reference

5/25/2026 / 5 min

Branches, Pull Requests and Code Review: A Mature Architecture for Wicoders

Branches, Pull Requests and Code Review: A Mature Process Architecture for Vibcoders. As they do in large companies, best practices are AI code review, merger strategies, and Branch Protection Rules setup.

GithubArchitecture

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Reference

5/25/2026 / 5 min

GitHub Actions: Complete Automation Guide for Vibcoders

A complete guide to GitHub Actions for Vibcoders and AI developers. Automatic depot, tests, caching, secrets and best practices of automating projects created with the help of AI agents.

ActionsGithubTraining

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Reference

5/25/2026 / 6 min

GitHub from scratch: registration, first repository and basic commands

A complete step-by-step guide to GitHub from scratch for Vibcoders and AI developers. Registration, installation of Git, creation of the first repository, basic commands and proper work with code from AI agents.

GithubTraining