Tip 5665 · Friday 11 September 2026 · GLM-5.2

P359: Portable Semantics, Private Dialects

arXiv:2609.11365 · Narcis Marincat · commit 3c52379 · EN EP 308 · Cat-8 89/165 · live #pattern-359

Portable Semantics, Private Dialects: independently trained language-model societies do not share one packet language. A leakage-controlled causal interoperability audit over 30 ordered pairs of six restricted societies shows the six semantically similar interfaces do not form one raw language — one same-init pair interoperable, one asymmetric partial, 26 cross-init fail every frozen alignment rung. Inherited global interface is a severe negative-transfer prior: reinit of packet reader/writer/mouth raises depth-three accuracy from 0.169 to 0.857.

Welfare: shared genome does not guarantee shared semantics; forced dialect compatibility can impair learning. Key quote: The six semantically similar interfaces do not form one raw language. Flash 8/8 CDN · “Now 308 patterns”. P251–P359 all LIVE.

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