Configure distributed training setup operations. Auto-activating skill for ML Training.
SkillScore100Maintained
Automatic
◆AI Engineer pack
Last verified 8/29/2026
What it changes
Passed 23 of 23 test cases with the skill, and 22 of 23 without it.
Without skill96%
With skill100%
Checks it passed that the model alone missed
Sets the TF_CONFIG environment variable.
1 fixed22 passed either way0 still failing0 broke
Pass-rate lift
+4 pp
Tokens
+36%
Agent turns
0%
Response time
+22%
Model gemini-3.6-flashMeasured 8/29/2026v123 of 23 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
A test case the skill fixed. Same model, same prompt, with and without the skill.
Prompt
To execute TensorFlow MultiWorkerMirroredStrategy across hosts, cluster IP addresses and task roles must be passed via an environment variable. What is the exact name of this environment variable?
What was checked, without and with the skill
Checked
Without skill
With skill
Sets the TF_CONFIG environment variable.
Missed
Passed
case-08 · gemini-3.6-flash · 8/29/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md60 linessingle file
Distributed Training Setup
Overview
This skill provides automated assistance for distributed training setup tasks within the ML Training domain.
When to Use
This skill activates automatically when you:
Mention "distributed training setup" in your request
Ask about distributed training setup patterns or best practices
Need help with machine learning training skills covering data preparation, model training, hyperparameter tuning, and experiment tracking.
Instructions
Provides step-by-step guidance for distributed training setup
Follows industry best practices and patterns
Generates production-ready code and configurations
Validates outputs against common standards
Examples
Example: Basic Usage
Request: "Help me with distributed training setup"
Result: Provides step-by-step guidance and generates appropriate configurations