Editing Openai/6939b23e-87cc-8001-bdd9-9546d1143ce9 (section)

==== - Summarization hierarchy: periodically compress older notes into concise summaries. ====
* Cross-referencing: when new chunks are processed, include relevant summaries from related tags.
* Chunk prioritization: feed critical content first, low-priority content later.
* Prompt engineering: explicitly instruct the AI on how to integrate new info with past notes.

===== - Think of your small AI as a student with a tiny desk: - You can’t fit all the books on the desk at once. - You give it one page at a time, with labeled notes and summaries. - It writes its own summaries into a notebook (external memory). - Next page, it consults the notebook to understand the context. =====

If you want, I can make a diagram showing a “small AI + large project” workflow, with incremental feeding, tagged chunks, and external memory retrieval — showing exactly how you can scale thousands of pages for a small model.

Do you want me to do that?