diff --git a/docs/education/README.md b/docs/education/README.md
index 5aea0983..443a5617 100644
--- a/docs/education/README.md
+++ b/docs/education/README.md
@@ -13,6 +13,7 @@
   - [What every page also teaches](#what-every-page-also-teaches)
   - [How this connects to the other guides](#how-this-connects-to-the-other-guides)
   - [About the examples](#about-the-examples)
+  - [Learn with an AI tutor](#learn-with-an-ai-tutor)
   - [Licence](#licence)
 
 <!-- END doctoc generated TOC please keep comment here to allow auto update -->
@@ -140,6 +141,23 @@ Every example uses placeholders in place of real names: `<PROJECT>`,
 skill, you change your own settings, not the example text. If you ever see a
 real project name written into a skill, that is a bug.
 
+## Learn with an AI tutor
+
+Each lesson in the progression above has a matching AI tutor prompt in
+[`ai-tutors/`](../../ai-tutors/README.md). Load one into any capable chat
+model and it teaches that lesson interactively — walking through the ideas one
+at a time, running the exercises, and checking your answers against the lesson
+keys.
+
+**How to load a tutor:** open the matching `lesson-*.md` file under `ai-tutors/`,
+find the `---` separator, and paste everything below that line as the system
+prompt. The notes above the separator are for you; only the text below goes to
+the model. See [`ai-tutors/README.md`](../../ai-tutors/README.md) for
+tool-by-tool instructions (claude.ai Projects, Open WebUI, API).
+
+The tutors are companions to the readable pages, not replacements for them.
+Every lesson in this progression stands on its own without a model.
+
 ## Licence
 
 Everything in `docs/education/` is under the Apache License 2.0 (PRINCIPLE 17).
diff --git a/docs/education/training/README.md b/docs/education/training/README.md
index e73099fe..ce6de1c6 100644
--- a/docs/education/training/README.md
+++ b/docs/education/training/README.md
@@ -12,6 +12,7 @@
   - [Delivery formats](#delivery-formats)
   - [Prerequisites](#prerequisites)
   - [Placeholders](#placeholders)
+  - [Learn with an AI tutor](#learn-with-an-ai-tutor)
   - [Licence](#licence)
 
 <!-- END doctoc generated TOC please keep comment here to allow auto update -->
@@ -99,6 +100,22 @@ control. Specific technical prerequisites are stated in each lesson.
 Exercises use `<PROJECT>` wherever a real project name would appear.
 Substitute your own project name when working through the activities.
 
+## Learn with an AI tutor
+
+Each lesson in the module map above has a matching AI tutor prompt in
+[`ai-tutors/`](../../../ai-tutors/README.md). Load one into any capable chat
+model and it teaches that lesson interactively — working through the
+objectives, exercises, and self-check questions one step at a time.
+
+**How to load a tutor:** open the matching `lesson-*.md` file under `ai-tutors/`,
+find the `---` separator, and paste everything below that line as the system
+prompt. The notes above the separator are for you; only the content below goes
+to the model. See [`ai-tutors/README.md`](../../../ai-tutors/README.md) for
+tool-by-tool instructions (claude.ai Projects, Open WebUI, API).
+
+These prompts are companions to the lesson wrappers, not a replacement for the
+source pages or in-person instruction.
+
 ## Licence
 
 Apache License 2.0 (PRINCIPLE 17). Contributions carry a `Generated-by:` note