When I first released the Prompt-Native Application (PNA) Standard, the goal was simple: stop treating books like static text and start treating them like “Cognitive Cartridges.” I wanted a way to plug a book into an LLM and have it instantly become an interactive, collaborative mentor.
After I published my own book, Agile Symbiosis, I realized that a test wasn’t enough. If I were to deliver the real value of the theory and practices, I would have to make it interactive. So with Gemini as my partner, we created a new digital book format.
No existing implementation appears to use this technical solution to deliver an interactive book. For the geeks and nerds, read about it on the GitHub project. In a nutshell, I’ve taken something hackers use to try to trick AI and applied the technique to turn AI into a learning partner.
The promotional aside has been removed. If there is an Agile Symbiosis reference implementation paragraph preceding this note in the full post, the free PNA offer can be folded into that paragraph as a brief parenthetical — for example, noting that a PNA version is currently available for readers who want to explore the material with AI assistance.
Agile Symbiosis serves as the Reference Implementation for this entire standard—it was the laboratory where I tested the application of these technical solutions. Through that process, I found a way to bring the ideas inside those books to life in a format anyone could access.
Today I’m releasing the Prompt-Native Application (PNA) Standard v2.0.0, featuring the “Curriculum Engine.”
In v1.0, the AI acted like a high-tech librarian. In v2.0, I’ve used the lessons learned from the Agile Symbiosis build to redesign the logic so the AI can act as a Socratic Tutor.
The main enhancement is a new schema that supports structured learning paths. Instead of just “reading” a file, you can now “enroll” in it. I’ve introduced a few key features that alter how knowledge is distributed:
- Active Course Tracks: I’ve added the ability to define specific journeys, like a “Crash Course” for the 80/20 summary or a “Mastery Track” for a deep dive.
- The Socratic Shift: Inspired by the coaching needed in complex technical topics, the AI can now withhold answers, asking you guiding questions to ensure you actually grasp the material before moving to the next chapter.
- Embedded Rubrics: You can now bake your specific grading methodology directly into the JSON. The AI uses your rubric to evaluate student reflections and assignments, ensuring the feedback is consistent with your unique point of view.
What’s in the code?
I’ve overhauled the toolset to make this as easy as possible for other authors to implement:
- New Curriculum Template: A high-performance JSON skeleton ready for active learning.
- The Migration Assistant: If you’ve already built a v1.0 PNA, I’ve included a prompt that lets you “hot-swap” the logic layer to upgrade it to v2.0 without rebuilding your content.
- Upgraded Replit Agent Protocol: For those using the Replit automation, the Agent will now be smarter at scanning your manuscripts for opportunities to help build pedagogical exercises automatically.
New Examples in the Library
To show you what this looks like in practice without copyright friction, I’ve added a new PNA example file to the library: The Odyssey: Modern Survival Guide. I took the classic text and wrapped it in a “Metis Mentor” persona. It doesn’t just recite Homer; it uses Odysseus’s survival strategies to help you navigate the “Wine-Dark Sea” of the modern AI era.
Why This Matters
I believe the future of publishing isn’t just “digital”—it’s executable. Whether you are an author, a corporate trainer, or a teacher, v2.0 gives you a standardized, zero-dependency way to turn your ideas into an active experience that lives wherever the user’s AI lives.
The standard remains fully open-source under the MIT license. Sharing what you build with it would be welcome.
#PNA #AI #Education #OpenSource #AgileSymbiosis #LearningDesign
