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41d ago

Hierarchical Context Swapping for smart usage

Hierarchical Context Swapping

The Concept: Instead of every laptop trying to talk to every other laptop for every token, you create a "Smart Cache" layer. The Practical Twist: You use the NVMe SSDs in those Chromebooks/Laptops as a "Level 2 Cache." How it works: The "Active" part of the conversation stays in the RAM of the specific node processing that layer. The "Older" parts of the conversation are compressed and pushed to a Peer-to-Peer Distributed Hash Table (DHT)—basically a BitTorrent-style map of the conversation history stored across all 20 devices' SSDs. When the user asks a question about something from 20 pages ago, the system fetches only that specific "shard" of memory from the network.