mdp-designer

Community

Tune MDP terms for better RL learning.

Authoryihangchen1205
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Designing and editing MDP terms (observations, rewards, terminations, goals/commands, and randomization) and wiring them into configs and logging to improve an RL environment's learning signal.

Core Features & Use Cases

  • Identifies the term boundaries in an RL env and maps changes to the corresponding module (observations, rewards, terminations, goals, randomization).
  • Provides a minimal, config-driven approach that preserves backwards compatibility while enabling targeted tweaks and clear logging.
  • Supports a sanity-check plan (smoke run, unit checks) to validate that changes produce stable learning signals.

Quick Start

Run a smoke test by adjusting the MDP term boundary (e.g., observations or rewards) in your env and executing a short rollout to verify behavior.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: mdp-designer
Download link: https://github.com/yihangchen1205/mdp-designer-skill/archive/main.zip#mdp-designer

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
View Source Repository

Agent Skills Search Helper

Install a tiny helper to your Agent, search and equip skill from 223,000+ vetted skills library on demand.