Structured generation with human approval

Private AI content-production workflow

A staged system turns a course brief into approved objectives, lessons, topics and assembled content, including video, lab and text outputs.

Working system

Overview

A small brief becomes a complete course

  • Input
  • AI step
  • Output
  1. 01Input
    Brief

    Course name, intended duration and level

  2. 02AI step
    Objectives

    The system proposes course-level learning objectives

    ✓ Human approval
  3. 03AI step
    Lessons

    Each objective becomes a lesson with four to six objectives

    ✓ Human approval
  4. 04AI step
    Topics

    Approved lesson objectives expand into topics

  5. 05AI step
    Content

    Full written content generated from the approved hierarchy

  6. 06Output
    Deliverables

    Video, practical lab and text — assembled into one course file

Staged generation with explicit human approvals. The model stack and export formats still need source evidence.
01

Starting with a small brief

The user provides a course name, intended duration and level. The system searches and proposes course-level learning objectives. A human reviews and approves these objectives before generation proceeds.

02

Building the content hierarchy

Each approved course-level objective becomes a lesson. The system recommends four to six learning objectives per lesson; once approved, these are expanded into topics. Full written content is generated from the approved hierarchy.

03

From text to deliverables

Generated material is divided between video, practical lab and retained text components, then assembled into a single course file. The same staged approach has been used for article writing. The owner describes local-model operation for privacy; this does not establish that any external research/search step is offline.

04

Engineering boundaries

The exact model stack, search provider, video generation method, lab runtime, export formats and supported LMS/CMS integrations still need source evidence. An associated course-factory repository describes validation, provenance and release gates but has not been proven to be the same implementation. This project is AI software, not a training-service offering.

Evidence and status

Working system

Owner-confirmed functioning workflow; source/output mapping incomplete

An owner-confirmed functioning workflow.

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