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This collection provides a structured approach for product managers to navigate the transition toward probabilistic AI models. It focuses on defining defensible strategies through verticalization and proprietary data while designing interfaces that manage user intent and agency.
The skills bridge the gap between strategic planning and execution, offering guidance on identifying high-value customer profiles and using AI coding tools to build functional prototypes from natural language or visual mocks.
WHO IT'S FOR
Product Managers
defining AI product strategy and ICPs
AI Product Designers
designing interfaces for probabilistic AI models
Growth Marketers
optimizing acquisition channels for growth
AI Engineers
building AI evaluation and monitoring infrastructure
Compatible AgentsThe repository documents support for these agents. The skills may also work with other agents that can load SKILL.md files, but they may need some setup or small changes.
Follow the documented setup, then try a first task.
Install writing-prds for Claude Code
Installs: One selected skill folder (writing-prds) in the current project's .claude/skills/ directory; this does not install the complete 76-skill collection. · Claude Code
Before you start
Git must be available for the documented clone command.
The project must have a .claude/skills/ destination directory.
Run from: The project root where .claude/skills/ is located
From the project root, run this terminal code unit to clone the repository and copy the writing-prds folder into the project's .claude/skills/ directory.
Current backlog or a short list of candidate initiatives
Available churn data, support themes, customer-request evidence, or strategic goals
The team's available time or fixed appetite
Check the repository for this skill’s setup.
Use the roadmap-prioritization skill to review my current backlog. Categorize the items by source, identify which requests lack quantitative validation, and ask me what fixed appetite or time-box applies to the leading initiative. Keep this first pass focused on the most important items rather than drafting a complete roadmap.
Use the defining-product-strategy skill to help me identify the single high-stakes challenge holding this product back. Based on the context I provide, distinguish that challenge from goals or symptoms, then propose a concise diagnosis and ask the key questions needed to validate it.
Available activation, cohort-retention, and churn data
Current definition of an active user
Check the repository for this skill’s setup.
Use the retention-engagement skill to identify the action that represents core product value and outline a basic cohort-based retention measurement plan. Ask me when the retention curve flattens and flag any activity metrics that may be noise rather than evidence of value.
Claude
Codex
Cursor
Copilot
Devin