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Seth WheelerAug 30, 2026 • 5 min read
Checking a Cost Model Against a Stranger's Config File
I bounded an ambiguity in a config file at 2.4% and called it immaterial. The model's own header set...
#llm#measurement#mixtureofexperts
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Breach ProtocolSep 2, 2026 • 5 min read
A 104 GB model now runs on a 48 GB Mac by streaming experts off the SSD
slotstream, a single Swift binary released as a Show HN on September 1, 2026, runs the 104 GB Qwen3....
#localinference#applesilicon#mixtureofexperts#opensource
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Breach ProtocolSep 3, 2026 • 4 min read
Looping half a model's layers twice beat making the model bigger
A paper posted September 1, 2026 ran the first compute-matched test of looped mixture-of-experts tra...
#research#architecture#loopedtransformers#mixtureofexperts
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