understand-workload

Identify workload purpose and success criteria from traces and prompts.

10|5|Updated Jun 3, 2026
One-click install
npx skills add https://github.com/understudylabs/understudy-agent-tools --skill understand-workload
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: understand-workload
Source: https://github.com/understudylabs/understudy-agent-tools/tree/main/skills/understand-workload
Command: npx skills add https://github.com/understudylabs/understudy-agent-tools --skill understand-workload

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill helps teams capture and clarify the intent, inputs, and success criteria of a workload by guiding a structured Q&A and producing a shared mental model that can be used to reason about traces, prompts, data paths, and risk.

Core Features & Use Cases

  • Guided discovery of workload surface through interactive Q&A.
  • End-to-end tracing of the request path and decomposition of traces, prompts, datasets, and code paths into a clear surface.
  • Production-ready workload contract output, including seven facets of understanding, a mermaid flow diagram, and explicit success criteria.

Quick Start

Ask the user targeted questions to establish the workload purpose and success criteria.

Frequently Asked Questions about understand-workload

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

FAQPage Schema
How do I decompose workload traces and prompts into a clear end-to-end flow?

Decompose workload traces by profiling inputs, data shapes, and tool interactions to define the end-to-end flow and decision points. This structured decomposition produces a reusable blueprint that clarifies the request path and data paths for testing.

What is a workload contract and how do I define success criteria for it?

A workload contract articulates a workload's purpose, inputs, and success criteria from traces and prompts. Defining it involves a guided Q&A to establish a shared mental model, resulting in a production-ready blueprint with explicit success criteria.

How do I build a shared mental model of complex workflows from Q&A sessions?

Build a shared mental model through interactive Q&A that captures the intent and inputs of a workload. This guided discovery process transforms traces, prompts, and code paths into a clear surface with seven facets of understanding and a mermaid flow diagram.

Can I use workload decomposition to profile tool interactions and data shapes?

Yes, workload decomposition profiles tool interactions and data shapes to map the end-to-end request path. By tracing these interactions, you define explicit decision points and generate a structured blueprint that supports validation and improvement of workload contracts.

What's the best way to validate workload contracts and improve their testing coverage?

The best way to validate workload contracts is to generate a structured, reusable blueprint from traces and prompts. This blueprint includes seven facets of understanding, a mermaid flow diagram, and explicit success criteria that directly support testing and validation of workload behavior.

When do I need to trace the request path and decompose data paths for my workload?

Trace the request path and decompose data paths when teams need to capture and clarify the intent, inputs, and success criteria of a workload. This process produces a shared mental model used to reason about traces, prompts, data paths, and risk.