bambu-studio-ai
Bambu Lab 3D printer control and automation. Activate when user mentions: printer status, 3D printing, slice, analyze model, generate 3D, AMS filament, print monitor, Bambu Lab, or any 3D printing task. Full pi...
The complete operating system for building software with AI. From first prompt to production deployment — prompting frameworks, architecture patterns, testing strategies, debugging playbooks, and production graduation checklists. Works with Claude Code, Cursor, Windsurf, Copilot, and any AI coding tool.
请根据来源仓库和你的 AI 工具说明安装此技能。先阅读技能文件和依赖要求,再添加到工作流。
SkillHub CLI
skillhub install 1kalin/afrexai-vibe-coding打开来源仓库,查看说明和兼容环境后,按来源提供的命令或步骤安装。
将来源链接提供给你的 Agent,让它先读取说明、核对依赖,并向你说明将执行的安装步骤。
The complete system for building software with AI — from zero to production. Not tips. Not theory. A full operating methodology.
What is vibe coding? Programming where you describe what you want and let AI generate code. You evaluate by results, not by reading every line. Coined by Andrej Karpathy (Feb 2025).
Key distinction (Simon Willison): If you review, test, and explain the code — that's AI-assisted software development. Vibe coding means accepting AI output without fully understanding every function. This skill covers both modes and the spectrum between them.
Before starting, classify your project:
| Factor | Vibe ✅ | Don't Vibe ❌ |
|---|---|---|
| Stakes | Low (prototype, internal, learning) | High (payments, auth, compliance) |
| Timeline | Hours to days | Months+ |
| Team size | Solo or pair | Large team with standards |
| Domain knowledge | You understand the domain | Unfamiliar territory |
| Reversibility | Easy to rewrite | Hard to change later |
| Data sensitivity | Public/test data | PII, financial, health |
Scoring: Count ✅ checks.
| Level | Description | Who |
|---|---|---|
| L1 — Passenger | Copy-paste AI output, hope it works | Beginners |
| L2 — Navigator | Guide AI with context, catch obvious errors | Intermediate |
| L3 — Pilot | Architecture decisions, AI implements, you review | Experienced devs |
| L4 — Conductor | Orchestrate multiple AI sessions, parallel streams | Power users |
Target: L3 minimum for anything going to production.
| Tool | Best For | Context...
这些信息来自收录时的来源分析,可能滞后;使用前请核对最新来源文件。
The complete operating system for building software with AI. Not tips — a full methodology.
clawhub install afrexai-vibe-coding
A 26KB comprehensive guide covering:
This free skill covers the methodology. For industry-specific AI agent...
# Vibe Coding Mastery The complete system for building software with AI — from zero to production. Not tips. Not theory. A full operating methodology. **What is vibe coding?** Programming where you describe what you want and let AI generate code. You evaluate by results, not by reading every line. Coined by Andrej Karpathy (Feb 2025). **Key distinction (Simon Willison):** If you review, test, and explain the code — that's AI-assisted software development. Vibe coding means accepting AI output without fully understanding every function. This skill covers both modes and the spectrum between them. --- ## Phase 1: When to Vibe (Decision Matrix) Before starting, classify your project: | Factor | Vibe ✅ | Don't Vibe ❌ | |--------|---------|---------------| | **Stakes** | Low (prototype, internal, learning) | High (payments, auth, compliance) | | **Timeline** | Hours to days | Months+ | | **Team size** | Solo or pair | Large team with standards | | **Domain knowledge** | You understand the domain | Unfamiliar territory | | **Reversibility** | Easy to rewrite | Hard to change later | | **Data sensitivity** | Public/test data | PII, financial, health | **Scoring:** Count ✅ checks. - 5-6: Full vibe mode. Ship fast. - 3-4: Vibe with guardrails. Review critical paths. - 1-2: AI-assisted development, not vibe coding. Review everything. - 0: Write it yourself or hire someone who understands the domain. ### Vibe Coding Maturity Levels | Level | Description | Who | |-------|-------------|-----| | **L1 — Passenger** | Copy-paste AI output, hope it works | Beginners | | **L2 — Navigator** | Guide AI with context, catch obvious errors | Intermediate | | **L3 — Pilot** | Architecture decisions, AI implements, you review | Experienced devs | | **L4 — Conductor** | Orchestrate multiple AI sessions, parallel streams | Power users | **Target: L3 minimum for anything going to production.** --- ## Phase 2: Tool Selection ### Primary Tools Matrix | Tool | Best For | Context...
# 🎸 Vibe Coding Mastery The complete operating system for building software with AI. Not tips — a full methodology. ## Install ```bash clawhub install afrexai-vibe-coding ``` ## What You Get A 26KB comprehensive guide covering: - **Decision Matrix** — When to vibe vs when to write code properly - **Tool Selection** — Claude Code, Cursor, Windsurf, Copilot, Aider compared with multi-tool strategies - **Rules File Templates** — Universal template + Cursor .mdc conditional rules + quality checklist - **5-Level Prompt Hierarchy** — From "build me an app" (bad) to production-grade YAML contracts (great) - **12 Proven Prompt Patterns** — Scaffolding, incremental, test-first, debug, review, migrate, and more - **RPIV Workflow** — Research → Plan → Implement → Validate with checkpoint system - **Vibe-Friendly Architecture** — Project structures, schema-first design, co-located tests - **Testing Pyramid** — Test-first vibe pattern, what to test, when AI tests are wrong - **Debugging Playbooks** — 3-strike rule, 4 recovery playbooks (spaghetti, recurring bugs, dep hell, context exhaustion) - **Production Graduation Checklist** — P0 security through P3 quality (30+ items) - **Advanced Patterns** — Parallel sessions, pair programming modes, context management, git workflow - **15 Common Mistakes** — With consequences and specific prevention strategies - **Weekly Effectiveness Tracker** — Score yourself, improve over time ## Quick Start 1. Install the skill 2. Read the Decision Matrix (Phase 1) — classify your project 3. Create your rules file (Phase 3) — use the universal template 4. Follow RPIV (Phase 5) — Research → Plan → Implement → Validate 5. Track weekly (Phase 12) — measure and improve ## Who This Is For - Developers using AI coding tools daily - Founders building MVPs with AI - Teams establishing AI coding standards - Anyone who wants to ship faster without shipping bugs ## ⚡ Level Up This free skill covers the methodology. For industry-specific AI agent...
Bambu Lab 3D printer control and automation. Activate when user mentions: printer status, 3D printing, slice, analyze model, generate 3D, AMS filament, print monitor, Bambu Lab, or any 3D printing task. Full pi...
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