autorl-verify-environment

Verifies reinforcement learning environment adapters against declared runtime contracts.

Updated Jul 9, 2026

Search Tags:#reinforcement learning #contract testing #runtime behavior #environment verification #autorl #adapter validation

One-click install

npx skills add https://github.com/Lingjie-wang/autoRL --skill autorl-verify-environment-lingjie-wang

Or copy as Structured Prompt for Agent▼

Please help me install this Agent Skill.
Skill: autorl-verify-environment
Source: https://github.com/Lingjie-wang/autoRL/tree/main/autorl-skill-workflow-v2/skills/autorl-verify-environment
Command: npx skills add https://github.com/Lingjie-wang/autoRL --skill autorl-verify-environment-lingjie-wang

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Reinforcement learning environments often drift from their declared contracts, causing silent training failures. This Skill independently verifies that an environment adapter and its declared runtime behavior match expectations, without modifying the environment itself. ## Core Features & Use Cases - Contract Verification: Checks that an RL environment adapter conforms to its declared interface and runtime behavior. - Non-Destructive Inspection: Verifies environments read-only, leaving the adapter and its configuration untouched. - Use Case: Before launching an AutoRL training run, use this Skill to confirm the environment adapter resets, steps, and exposes observation and action spaces exactly as declared, catching misconfigurations early. ## Quick Start Use $autorl-verify-environment to verify my environment adapter and its declared runtime behavior without modifying it.

Frequently Asked Questions about autorl-verify-environment

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I verify an RL environment adapter before training?▼

Use this Skill to independently verify the environment adapter against its declared runtime behavior. It inspects the adapter's contract compliance without modifying the environment, catching misconfigurations before training starts.

What does RL environment contract verification check?▼

It checks that the environment adapter behaves according to its declared runtime contract, including interface conformance and expected runtime behavior. The verification is independent and read-only.

Does environment verification modify my RL environment?▼

No, the verification is explicitly non-destructive. The Skill inspects the adapter and its declared runtime behavior without changing any environment code or configuration.

When should I run environment verification in an AutoRL workflow?▼

Run it before launching training runs, after modifying an environment adapter, or when integrating a new environment. Early verification prevents wasted compute on misconfigured environments.