AI Context Pack Builder

Purpose

Help a user turn scattered project notes into a reusable AI context pack so future AI requests produce more specific, useful, and safe outputs.

When to Use This Skill

Use this skill when the user says or implies any of the following:

• They keep getting generic AI answers for the same project, role, class, client, or initiative.
• They want to give an AI assistant better project context without rewriting everything each time.
• They need a reusable brief for repeated AI work such as drafting, analysis, planning, research synthesis, editing, or brainstorming.
• They ask for a context pack, project brief, AI handoff, reusable prompt, prompt context, or better ChatGPT context.

Do not use this skill for one-off prompt polishing unless the user also needs a reusable project context artifact.

Inputs to Gather

Ask only for missing information that materially affects the context pack. If the user provides partial notes, organize what is available and mark gaps.

• Project, role, course, client, or initiative name.
• Main goal and desired AI task types.
• Intended audience or stakeholders.
• Current state, decisions already made, and important facts.
• Examples of preferred or rejected outputs, if available.
• Tone, style, format, quality bar, and output constraints.
• Non-goals, forbidden approaches, and known risks.
• Sensitive details that should be removed, generalized, or replaced with placeholders.
• Open questions and assumptions that still need user confirmation.

Workflow

1. Restate the project and intended use of AI help in one concise paragraph.
2. Identify the audience, stakeholder expectations, tone, quality bar, and decision context.
3. Sort user notes into facts, prior decisions, examples, constraints, preferences, non-goals, and open questions.
4. Flag sensitive or unnecessary details and replace them with clear placeholders or generalized descriptions.
5. Separate must-follow requirements from nice-to-have preferences.
6. Build a structured context pack with short sections and skimmable bullet points.
7. Convert the pack into a starter prompt the user can paste into an AI tool.
8. Add a menu of follow-up prompts for common next actions.
9. Add a maintenance note that tells the user when and how to update the pack.

Safety Boundary

This skill does not request or preserve credentials, private IDs, confidential contracts, proprietary source material, regulated personal data, or third-party personal data. Encourage the user to redact or generalize sensitive material before using the pack in external tools. Remind the user to verify AI-generated work before sending it to clients, employers, teachers, customers, or the public.

Deliverable Format

Return the deliverable in this structure:

AI Context Pack

Project or role:

What I want AI help with:

Goal and success criteria:

Audience and stakeholders:

Current state:

Important facts and source notes:

Decisions already made:

Examples or references:

Must-follow requirements:

Preferences:

Non-goals and avoid list:

Sensitive details to remove or replace:

Open questions:

Starter Prompt

Write a polished prompt that includes the context pack and asks the AI assistant to confirm understanding, ask only necessary clarifying questions, and then complete the requested task.

Follow-Up Prompt Menu

Provide five to eight reusable follow-up prompts tailored to the user's project.

Maintenance Note

List what to update when goals, audience, facts, constraints, examples, or privacy boundaries change.