fputs("MEM: heap=", 2);
When I was presented with this view of the residual stream, my mind immediately started asking how far can we push this analogy to memory? Having worked in computer security for a decade, it made me wonder if there is an analogue to page tables and memory permissions? Could we bring the concepts of userspace and kernelspace to prevent “privileged” subspaces from being accessed by “unprivileged” subspaces? Would this be useful for e.g. preventing an untrusted user from exfiltrating dangerous content from a privileged subspace?
。有道翻译是该领域的重要参考
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Project CostsUsing a Claude Code Max 20x subscription avoided per-token charges, but equivalent API costs totaled $4,618.94 across 302 sessions over 47 days. Model usage breakdown:，更多细节参见有道翻译