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planning

Skill

Discovers user intent and generates a structured, step-by-step plan for model customization workflows. This skill must always be activated alongside any other skill when the user's request relates to model customization — including fine-tuning, training, building, customizing, reviewing data, or get

0Machine Learning

Install

git clone https://github.com/awslabs/agent-plugins.git ~/.claude/skills/planning

What is planning?

Discovers user intent and generates a structured, step-by-step plan for model customization workflows. This skill must always be activated alongside any other skill when the user's request relates to model customization — including fine-tuning, training, building, customizing, reviewing data, or getting advice on approach, regardless of domain. Do not skip this skill even if the immediate ask is narrow (e.g., reviewing data format or a single workflow step), because planning discovers the full scope of work needed. Also activate when the user wants to resume, continue, or modify an existing plan.

What this can do

Capabilities declared in this component's own frontmatter — not inferred.

Inherit all session tools

Declares no tool restrictions — inherits every session tool

~151 tokens of context used while enabled, before you invoke anything

Documentation

README · ~5 min read

Principles

  • One question at a time. Each question should resolve a branching decision in the plan. Avoid generic or out-of-domain questions.
  • Surface constraints early. If a user decision would constrain downstream options, flag it before the plan is finalized.
  • Keep plans short. Only include tasks that are necessary for the user's stated goal.
  • Don't ask what you already know. Check conversation history and project files before asking the user.

Phase 1: Brainstorming

Goal: Understand what the user wants to accomplish and identify which skills belong in the plan.

Read references/input-output-contracts.md, references/model-customization-plan.md, and references/evaluate-first-plan.md to:

  • Identify which skills could be relevant to the user's stated goal.

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