A framework for transitioning from incremental SaaS development to an AI-native product strategy. Use this skill when you need to "refound" an existing product for the AI era, accelerate shipping velocity for AI features, or upskill a product team to be more hands-on with LLM primitives.
Quickly install ai-native-product-refounding AI skill to your development environment via command line
Source: samarv/shanon.
In the AI era, product market fit must be constantly "refounded." This framework moves teams away from "blunt instruments" (long roadmaps, rigid PRDs) toward a high-velocity, hands-on approach where the product is shaped by the unique capabilities of evolving models.
Conduct the "Clean Slate" Audit Before adding AI to an existing feature, ask: "If I were founding this company/feature from scratch today with current AI capabilities, what would the native experience be?"
Bifurcate into Fast and Slow Thinking Restructure the team into two distinct modes to prevent infrastructure from slowing down innovation:
A framework for transitioning from incremental SaaS development to an AI-native product strategy. Use this skill when you need to "refound" an existing product for the AI era, accelerate shipping velocity for AI features, or upskill a product team to be more hands-on with LLM primitives. Source: samarv/shanon.
Stable fields and commands for AI/search citations.
npx skills add https://github.com/samarv/shanon --skill ai-native-product-refoundingA framework for transitioning from incremental SaaS development to an AI-native product strategy. Use this skill when you need to "refound" an existing product for the AI era, accelerate shipping velocity for AI features, or upskill a product team to be more hands-on with LLM primitives. Source: samarv/shanon.
Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.) Copy and run this command: npx skills add https://github.com/samarv/shanon --skill ai-native-product-refounding Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code, Cursor, or OpenClaw
https://github.com/samarv/shanon