le-prompt-brief

Generates structured prompt briefs for designing learning experiences from learner inputs.

Updated Apr 11, 2026
One-click install
npx skills add https://github.com/gozonerd/shadow-ai-assessment --skill le-prompt-brief-gozonerd
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: le-prompt-brief
Source: https://github.com/gozonerd/shadow-ai-assessment/tree/main/.claude/skills/le-prompt-brief
Command: npx skills add https://github.com/gozonerd/shadow-ai-assessment --skill le-prompt-brief-gozonerd

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Designing a high-quality learning experience requires a complete, well-structured specification, but most requests to AI models lack the context needed to produce one. This Skill gathers the required learner, content, and scheduling inputs and produces a standardized prompt brief that feeds directly into an LE Generation Pipeline. ## Core Features & Use Cases - Structured Input Collection: Enforces six required inputs (sources of truth, real-world context, prior knowledge, duration, session structure, desired outcome) and refuses to guess missing values. - Standardized Brief Template: Outputs a 10-section Markdown brief covering learning outcome, learner profile, time structure, pedagogical framework, assessment approach, and design constraints. - Quality Validation: Checks that outcomes use observable verbs, sources are verifiable, and assessments are artifact-based rather than quizzes. - Use Case: A user says "teach me about Elasticsearch in 90 minutes" and receives a complete prompt brief ready to hand to an LE Generation Pipeline or another AI model. ## Quick Start Ask the assistant to generate a learning experience prompt brief for your topic, providing your sources, current skill level, available time, and desired outcome.

Frequently Asked Questions about le-prompt-brief

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

FAQPage Schema
How do I generate a learning experience prompt brief?

Provide the six required inputs: sources of truth, real-world context, current skill level, total duration, session structure, and desired outcome. The Skill assembles these into a 10-section Markdown brief ready for an LE Generation Pipeline.

What inputs are required to create a learning experience brief?

Six inputs are mandatory: authoritative sources, real-world domain context, previous knowledge, total duration, session structure, and a specific observable outcome. Optional inputs include learner profile notes, pedagogical framework preference, environment, and confidence baseline.

Does this skill generate the actual learning experience content?

No, it only produces the prompt brief that serves as input to a separate LE Generation Pipeline. The brief is the deliverable; generating the actual learning materials is a distinct downstream task.

Which pedagogical frameworks does the learning experience brief support?

The brief supports five frameworks: Content First Learning, Problem-Based Learning, Scenario-Based Learning, 7-E Reconnection, and Expeditionary Learning. If unspecified, the LE designer chooses based on topic, learner profile, and duration.

Why does the brief reject outcomes like 'understand' or 'learn about'?

The quality checks require observable, testable verbs because the outcome must be demonstrable through artifacts. Assessments are deliverables that do something real, never quizzes or tests, so vague outcomes cannot be verified.