Implements POMDP-based reward shaping for LLM agents with formal guarantees.
npx skills add https://github.com/LaunchPadLab/ai-bank --skill policy-patterns
Please help me install this Agent Skill. Skill: policy-patterns Source: https://github.com/LaunchPadLab/ai-bank/tree/main/claude/skills/policy-patterns Command: npx skills add https://github.com/LaunchPadLab/ai-bank --skill policy-patterns
This Skill solves the challenge of implementing correct, least-privilege authorization with Pundit by providing repeatable policy structure, role-based patterns, scoped access, and test-driven workflows for Rails applications.
ApplicationPolicy bases, CRUD permission methods, and reusable Scope resolution for collections.authorize and policy_scope.Ask your AI to help you implement a new Pundit policy for a Rails resource with role-based permissions, scoped index visibility, and TDD policy tests first.
High-intent search queries and answers about installing and using this skill.
Role-based access control in Rails with Pundit is implemented by creating an ApplicationPolicy base, defining CRUD permission methods for typical user roles, and using a deny-by-default policy structure to enforce least-privilege authorization.
Preventing cross-account data leaks in Pundit policy scopes requires implementing a Scope#resolve method that filters collection visibility based on the current user's role and account boundaries.
The best way to test Pundit authorization policies in Rails is a TDD-first workflow where you write focused policy tests first (RED/GREEN) that cover permitted attributes, custom actions, and role-based permissions before wiring controllers.
Pundit can handle custom actions like moderate, approve, cancel, and flag, as well as temporal and dependency-based constraints such as booking windows, cancellation deadlines, and rules preventing destructive changes when dependencies exist.
Wiring Rails controllers to use Pundit involves calling authorize for CRUD permissions and policy_scope for scoped collection authorization, ensuring controller actions enforce the deny-by-default policy structure.
reckerswartz...
reckerswartzImplement Pundit-based authorization policies with RSpec tests for Rails apps.
mlbrightGenerate Pundit authorization policies with RSpec tests for Rails applications.
engineers-hub-ltd-in-house-projectImplement Role-Based Access Control with hierarchical roles and middleware enforcement.