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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.

plugins/sagemaker-ai/skills/planning/SKILL.md

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937
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Nov 5, 2026
License
Apache-2.0

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## 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.

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## 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: