J-space in practice: using Anthropic's Jacobian lens to decide what an LLM can forget
Anthropic published Verbalizable Representations Form a Global Workspace in Language Models on July 6, and the vocabulary it introduced is suddenly…
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What 90% Line-Rate Utilization on a Single 100GbE Port Means: Analyzing Network Bottlenecks in Inference Storage
In LLM inference clusters, the core bottleneck for KV Cache storage acceleration often lies not in the storage medium itself, but in network bandwid…
Don't Rush to Clear History — Understanding KV Cache Will Change How You Think About LLM Conversation Strategy
Many people have an intuition when using LLMs: longer conversations mean more expensive tokens, so you should summarize and compress history early.…