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DouwMarx
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productionization

Convert validated evaluations into automated monitoring systems with dashboards and alerting.

Updated Feb 24, 2026
Search Tags:#monitoring#dashboards#evaluation#alerting#productionization
One-click install
npx skills add https://github.com/DouwMarx/evaluating-evaluations --skill productionization-douwmarx
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: productionization
Source: https://github.com/DouwMarx/evaluating-evaluations/tree/main/productionization
Command: npx skills add https://github.com/DouwMarx/evaluating-evaluations --skill productionization-douwmarx

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill transforms validated evaluations into robust, continuous monitoring systems, streamlining automated evaluation runs, dashboards, alerting, and Phase 6 of the EquiStamp eval pipeline.

Core Features & Use Cases

  • Evaluation Productionization: Turn validated evaluations into automated monitoring systems.
  • Dashboards & Alerting: Create custom dashboards and alerts for monitoring evaluation results.
  • Use Case: Help a user create a productionization plan for an evaluation that requires automated runs, continuous monitoring, and dashboards for tracking results.

Quick Start

Run the productionization skill for the evaluation named 'evaluation_name'.

Frequently Asked Questions about productionization

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

FAQPage Schema
How do I automate evaluation productionization into a continuous monitoring system?▼

You achieve evaluation productionization by transitioning validated evaluations into continuous monitoring systems that feature automated runs, dashboards, and alerting. It operates specifically within the EquiStamp evaluation framework.

What is the best way to set up dashboards and alerting for evaluation results?▼

Setting up dashboards and alerting for evaluation results is accomplished by productionizing validated evaluations. This builds custom dashboards and alerts to continuously track automated evaluation runs.

How do I create a productionization plan for an evaluation?▼

To create a productionization plan for an evaluation, run the productionization Skill for your specific evaluation name. This coordinates Phase 6 tasks across infrastructure, dashboards, and alerting mechanisms.

Does this productionization process work with the EquiStamp evaluation framework?▼

This productionization process operates directly within the EquiStamp evaluation framework. It specifically handles Phase 6 tasks of the EquiStamp eval pipeline to coordinate infrastructure, dashboards, and alerting.

When do I need to automate evaluation runs for continuous monitoring?▼

Automating evaluation runs for continuous monitoring is needed when transforming validated evaluations into robust tracking systems. This ensures automated runs, dashboards, and alerting are continuously managed.

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