If you are struggling with token cost issues while operating a personal AI agent, you need to overhaul your data structure. Fragmented notes only confuse the AI. By applying the Open Knowledge Format (OKF) v0.1 released by the Google Cloud Data team on June 12, 2026, you can dramatically increase information retrieval efficiency. I have compiled a concrete method for creating an AI-friendly knowledge map by combining Markdown and YAML front matter.
Purifying Raw Data for Machine Readability
If you feed messy notes into an AI, it will only waste unnecessary tokens. Apply these three rules suggested by the Google Cloud team: shorten sentences to be concise and topic-first, remove speculative language, and ensure each document contains only one single concept.
The script logic for migration is as follows:
