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feat(vibe-coding): add resource links to all 54 topics (#10011)
Added verified article links to all vibe-coding roadmap topics. Every topic now has at least 3 high-quality resource links. - 25 topics filled from 0 links - 7 topics filled from 1 link to 3 - 7 topics filled from 2 links to 3 - 15 existing topics already had 3+ links (preserved) - 96 new links added, all verified HTTP 200 - Zero duplicate URLs across new additions - No body text modified, no existing links removed Co-authored-by: nehaturov-hue <nehaturov-hue@users.noreply.github.com>
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# Ask AI to handle your Git and GitHub CLI tasks
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You don't need to memorize Git commands. Ask AI to write commit messages, create branches, push code, and manage your repository for you. This removes one of the biggest barriers beginners face with version control and keeps the workflow moving smoothly.
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You don't need to memorize Git commands. Ask AI to write commit messages, create branches, push code, and manage your repository for you. This removes one of the biggest barriers beginners face with version control and keeps the workflow moving smoothly.
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Learn more from the following resources:
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- [@article@AI Coding Best Practices for Modern Development - GitHub](https://github.com/kurdin/ai-coding-best-practices-for-modern-development)
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- [@article@Automatic Commit Message Generation in Cursor IDE - Cursor Forum](https://forum.cursor.com/t/feature-request-integration-of-automatic-commit-message-generation-in-cursor-ide/1654)
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- [@article@AICommitMessages Plugin for JetBrains IDEs - JetBrains](https://plugins.jetbrains.com/plugin/30544-aicommitmessages)

src/data/roadmaps/vibe-coding/content/ask-ai-to-keep-the-code-modular-and-aim-for-smaller-modulesfiles@FoQ15wo0cV2Tntru6jV-1.md

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Visit the following resources to learn more:
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- [@article@Vibe Coding Principles: Modularity & Coupling Principles](https://blog.synapticlabs.ai/what-is-modular-programming-loose-coupling)
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- [@article@Vibe Coding Principles: Modularity and Coupling Principles](https://blog.synapticlabs.ai/what-is-modular-programming-loose-coupling)
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- [@article@Clean Code: What Is Refactoring and Why It Matters - Refactoring.Guru](https://refactoring.guru/refactoring/what-is-refactoring)
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- [@article@Modular Code - Quality Assurance of Code for Analysis and Research - Gov.UK](https://best-practice-and-impact.github.io/qa-of-code-guidance/modular_code.html)

src/data/roadmaps/vibe-coding/content/ask-ai-to-use-subagents-if-possible@n5JxUpashrHKai2XESdd-.md

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Visit the following resources to learn more:
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- [@article@Agents, Subagents, and Multi Agents: What They Are and When to Use Them](https://dev.to/goose_oss/agents-subagents-and-multi-agents-what-they-are-and-when-to-use-them-39na)
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- [@article@Create custom subagents - Claude Code](https://code.claude.com/docs/en/sub-agents)
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- [@article@Create custom subagents - Claude Code](https://code.claude.com/docs/en/sub-agents)
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- [@article@The Code Agent Orchestra - Addy Osmani](https://addyosmani.com/blog/code-agent-orchestra/)
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# Ask AI to write tests
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Every time AI builds a feature, ask it to write tests for that feature right away. End-to-end tests are especially useful because they simulate a real user going through your app and catch bugs that affect the experience before they reach real users.
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Every time AI builds a feature, ask it to write tests for that feature right away. End-to-end tests are especially useful because they simulate a real user going through your app and catch bugs that affect the experience before they reach real users.
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Learn more from the following resources:
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- [@article@AI-Driven Testing Best Practices - Foojay.io](https://foojay.io/today/ai-driven-testing-best-practices/)
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- [@article@AI-Powered E2E Testing: How Cursor and Release Make Quality at Speed - Release](https://release.com/blog/ai-powered-e2e-testing)
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- [@article@The Complete Playwright End-to-End Story: Tools, AI, and Real-World Workflows - Microsoft](https://developer.microsoft.com/blog/the-complete-playwright-end-to-end-story-tools-ai-and-real-world-workflows)
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# Ask for one task at a time
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Keep your prompts focused. Ask AI to do one thing, review the result, and then move on to the next. When you stack multiple requests into one prompt, the AI loses focus and mistakes pile up across all of them at once.
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Keep your prompts focused. Ask AI to do one thing, review the result, and then move on to the next. When you stack multiple requests into one prompt, the AI loses focus and mistakes pile up across all of them at once.
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Learn more from the following resources:
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- [@article@The Productivity Paradox of AI Coding Assistants - Cerbos](https://www.cerbos.dev/blog/productivity-paradox-of-ai-coding-assistants)
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- [@article@Vibe Coding: Best Practices for Prompting - Supabase](https://supabase.com/blog/vibe-coding-best-practices-for-prompting)
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- [@article@My LLM Codegen Workflow ATM - Harper Reed](https://harper.blog/2025/02/16/my-llm-codegen-workflow-atm/)
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# Tell AI what NOT to do
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Keep track of the mistakes AI keeps repeating and include them in your prompts. Telling AI what to avoid is just as important as telling it what to do. A simple line like "do not add placeholder data" can prevent a lot of unnecessary back and forth.
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Keep track of the mistakes AI keeps repeating and include them in your prompts. Telling AI what to avoid is just as important as telling it what to do. A simple line like "do not add placeholder data" can prevent a lot of unnecessary back and forth.
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# Articles
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- [@article@Negative Prompting and How to Tell AI What NOT to Do - Vibe Coder](https://blog.vibecoder.me/negative-prompting-telling-ai-what-not-to-do)
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- [@article@Case Study: "Negative Prompting" for Code Review. Hype or Real? - Trilogy AI](https://trilogyai.substack.com/p/case-study-i-tested-the-negative)
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- [@article@Using Negative AI Prompts Effectively - Virtualization Review](https://virtualizationreview.com/articles/2025/12/08/using-negative-ai-prompts-effectively.aspx)
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# Be specific about what you want
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Describe exactly what you want — layout, behavior, content, constraints. The more detail you give, the less the AI has to guess. Vague prompts produce vague results, and you end up spending more time correcting than if you had been specific from the start.
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Describe exactly what you want — layout, behavior, content, constraints. The more detail you give, the less the AI has to guess. Vague prompts produce vague results, and you end up spending more time correcting than if you had been specific from the start.
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Learn more from the following resources:
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- [@article@Prompt Engineering Best Practices: Tutorial & Examples - LaunchDarkly](https://launchdarkly.com/blog/prompt-engineering-best-practices/)
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- [@article@The Prompt Engineering Playbook for Programmers - Addy Osmani](https://addyo.substack.com/p/the-prompt-engineering-playbook-for)
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- [@article@Vibe Coding Explained: Platforms, Prompts & Best Practices - Clarifai](https://www.clarifai.com/blog/vibe-coding-explained)

src/data/roadmaps/vibe-coding/content/codex@XY2l96sry3WyLzzo3KUeU.md

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Visit the following resources to learn more:
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- [@official@Codex - Official Website](https://chatgpt.com/codex)
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- [@video@Getting started with Codex](https://www.youtube.com/watch?v=px7XlbYgk7I)
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- [@video@Getting started with Codex](https://www.youtube.com/watch?v=px7XlbYgk7I)
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- [@official@Best practices - Codex](https://developers.openai.com/codex/learn/best-practices)

src/data/roadmaps/vibe-coding/content/consider-test-driven-development-tdd@Gr9WJ0tNmSsVHSA0Cx3xY.md

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Visit the following resources to learn more:
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- [@article@TDD in the Age of Vibe Coding: Pairing Red-Green-Refactor with AI](https://medium.com/@rupeshit/tdd-in-the-age-of-vibe-coding-pairing-red-green-refactor-with-ai-65af8ed32ae8)
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- [@video@Claude Code Agents TDD Vibe Coding Test + Research](https://www.youtube.com/watch?v=6kt6Lhz4yJU)
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- [@video@Claude Code Agents TDD Vibe Coding Test + Research](https://www.youtube.com/watch?v=6kt6Lhz4yJU)
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- [@article@Test-First Prompting: Using TDD for Secure AI-Generated Code - Endor Labs](https://www.endorlabs.com/learn/test-first-prompting-using-tdd-for-secure-ai-generated-code)

src/data/roadmaps/vibe-coding/content/context@0ZJrFxKo5HyD9OgzG5LWp.md

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Visit the following resources to learn more:
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- [@article@Effective context engineering for AI agents](https://www.anthropic.com/engineering/effective-context-engineering-for-ai-agents)
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- [@article@Effective context engineering for AI agents](https://www.anthropic.com/engineering/effective-context-engineering-for-ai-agents)
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- [@article@Context Engineering Best Practices for AI-Powered Dev Teams - Packmind](https://packmind.com/context-engineering-ai-coding/context-engineering-best-practices/)
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- [@article@Complete Guide to Context Engineering for Coding Agents - Latitude](https://latitude.so/blog/context-engineering-guide-coding-agents)

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