Field note
AI context should not be wasteful.
The cost of AI is not only model intelligence. It is the amount of context we ask machines to carry again and again.
Prompts keep getting longer. Threads keep collecting old decisions, repeated instructions, pasted notes, and context that once mattered but no longer needs to be sent in full.
Prompt compression is the idea that context can be made lighter before it travels: fewer tokens, less repetition, faster turns, and lower cost without losing the meaning that matters.
It is also a privacy problem. The best compression does not simply shrink text. It understands what should remain, what can be summarized, and what should be kept closer to the user.
Ownesis is interested in the edge where AI privacy and AI efficiency meet. The future should feel faster because it is smarter about context, not because people gave up control.