ai-product-patterns
CommunityBuild AI-native products with future patterns.
Product & Management#product-design#cost-optimization#ai-native#ai-ux#hybrid-patterns#evals-as-specs
Authormenkesu
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Teams building AI-native products often struggle to balance rapid AI experimentation with reliable user experiences, write evals as measurable specs, and manage costs as models evolve. This Skill provides a cohesive framework that aligns product strategy with AI lifecycle patterns, enabling hybrid development, clear success criteria, and scalable UX.
Core Features & Use Cases
- Hybrid AI + traditional code patterns to balance reliability with AI capabilities across features.
- Evals as product specs to define success criteria, test cases, and quality gates for AI-enabled experiences.
- AI UX patterns such as streaming results, progressive disclosure, and confidence indicators to manage user expectations and costs.
- Cost-conscious design guidance including model routing, caching, and prompt optimization to control compute spend.
Quick Start
Describe an AI feature you want to ship and outline the evals, UX patterns, and costs required to bring it to market.
Dependency Matrix
Required Modules
None requiredComponents
references
💻 Claude Code Installation
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Please help me install this Skill: Name: ai-product-patterns Download link: https://github.com/menkesu/awesome-pm-skills/archive/main.zip#ai-product-patterns Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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