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AI & Emerging Tech
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OpenClaw hardware requirements: how to size a local model properly
The model file is the wrong number to budget for. At OpenClaw's default 64K context an 8B model's KV cache is 8 GiB — nearly double its quantised weights. The arithmetic, the documented floors, and the failure modes that appear after the model loads.
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Challenges in Internet of Things Domain
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