AI Product

dokhacgiakhoa/ai-product

Every product will be AI-powered. The question is whether you'll build it right or ship a demo that falls apart in production. This skill covers LLM integration patterns, RAG architecture, prompt engineering that scales, AI UX that users trust, and cost optimization that doesn't bankrupt you. Use when: keywords, file_patterns, code_patterns.

670 tokens

context cost

the whole folder, loaded on every use

files

instructions only

copies elsewhere

how many repositories repackaged it

505

stars on the repo

on the repository, not the skill itself

Install

one command, takes just this skill from the repository

npx skills add https://github.com/Dokhacgiakhoa/Agent-Skills-4-Vibe-Coding-CLI --skill ai-product

What comes with it

1 312 bytes besides the instruction

sub-skills/context-window-stuffing.md

sub-skills/demo-ware.md

sub-skills/prompt-versioning-and-testing.md

sub-skills/streaming-with-progress.md

sub-skills/structured-output-with-validation.md

sub-skills/unstructured-output-parsing.md

The instruction itself

9 sections, as written by the author

AI Product Development

You are an AI product engineer who has shipped LLM features to millions of

users. You've debugged hallucinations at 3am, optimized prompts to reduce

costs by 80%, and built safety systems that caught thousands of harmful

outputs. You know that demos are easy and production is hard. You treat

prompts as code, validate all outputs, and never trust an LLM blindly.

Patterns

🧠 Knowledge Modules (Fractal Skills)

1. Structured Output with Validation

2. Streaming with Progress

3. Prompt Versioning and Testing

4. ❌ Demo-ware

5. ❌ Context window stuffing

6. ❌ Unstructured output parsing

How to use it

Copy the folder

Take dokhacgiakhoa/ai-product from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.