ahmad-ubaidillah/ai-product
aizen-gate/skills-reference/.agent/skills/ai-product/SKILL.md
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.
development
Updated Mar 27, 2026
$ install --global
skillsauthnpx skillsauth add ahmad-ubaidillah/aizen-gate ai-productInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: Mar 30, 2026, 6:54 AM35.9s7 files scanned
SKILL.md
- version:
- 4.1.0-fractal
- name:
- ai-product
- description:
- 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.
- source:
- vibeship-spawner-skills (Apache 2.0)
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
Related Skills
ahmad-ubaidillah/angular
development
VerifiedTrustedCommunity
Modern Angular (v20+) expert with deep knowledge of Signals, Standalone Components, Zoneless applications, SSR/Hydration, and reactive patterns.
SKILL.mdUpdated Mar 28, 2026
ahmad-ubaidillah/angular-ui-patterns
development
VerifiedTrustedCommunity
Modern Angular UI patterns for loading states, error handling, and data display. Use when building UI components, handling async data, or managing component states.
SKILL.mdUpdated Mar 28, 2026
ahmad-ubaidillah/angular-state-management
tools
VerifiedTrustedCommunity
Master modern Angular state management with Signals, NgRx, and RxJS. Use when setting up global state, managing component stores, choosing between state solutions, or migrating from legacy patterns.
SKILL.mdUpdated Mar 28, 2026
ahmad-ubaidillah/angular-migration
development
VerifiedTrustedCommunity
Migrate from AngularJS to Angular using hybrid mode, incremental component rewriting, and dependency injection updates. Use when upgrading AngularJS applications, planning framework migrations, or ...
SKILL.mdUpdated Mar 28, 2026