Adjoint Thinking Scenario Companion
Scenario Companion v1.0.0

AI Source-Grounded Lecture Builder for Educators

Situation

The educator has sources, examples, and a lesson goal, but the lecture needs a defensible structure and clear boundaries.

Guided synapse

flowchart LR
  A[Pressure] --> B[Synthesis Wall]
  B --> C[Synthesis Wall]
  C --> D[Hard gate]
  D --> E[Human verdict]

Prompt

Build a Synthesis Wall for this lecture. Sort source claims, examples, boundaries, contradictions, and human teaching judgments before creating the lecture structure.

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