Individual skill
gauss-atropos-environments
Build, test, and debug Gauss Agent RL environments for Atropos training. Covers the GaussAgentBaseEnv interface, reward functions, agent loop integration, evaluation with tools, wandb logging, and the three CLI modes (serve/process/evaluate). Use when creating, reviewing, or fixing RL environments in the gauss-agent repo.
skills/mlops/training/gauss-atropos-environments/SKILL.md
Source commit f87633900ae185b8037bf451a914fe7eeae1eb08
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 3, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 1,275
- Repository last updated
- Apr 5, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- operations Derived category
- testing Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 13,406 bytesSKILL.mdcore · 13,406 bytesSKILL.mdcore · 13,406 bytesSKILL.mdcore · 13,406 bytesSKILL.mdcore · 13,406 bytesSKILL.mdcore · 13,406 bytesSKILL.mdcore · 13,406 bytesSKILL.mdcore · 13,406 bytesSKILL.mdcore · 13,406 bytesSKILL.mdcore · 13,406 bytesSKILL.mdcore · 13,406 bytesSKILL.mdcore · 13,406 bytesSKILL.mdcore · 13,406 bytesreferences/agentresult-fields.mddoc · 2,055 bytesreferences/atropos-base-env.mddoc · 3,032 bytesreferences/usage-patterns.mddoc · 5,848 bytes
Read excerpt
# Gauss Agent Atropos Environments
Guide for building RL environments in the gauss-agent repo that integrate with the Atropos training framework.
## Architecture Overview
```
Atropos BaseEnv (atroposlib/envs/base.py)
└── GaussAgentBaseEnv (environments/gauss_base_env.py)
├── Handles agent loop orchestration
├── Handles tool resolution per group
├── Handles ToolContext for reward verification
└── YOUR ENVIRONMENT (environments/your_env.py)
Only implements: setup, get_next_item, format_prompt,