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Shown only the wired areas, the model took "turn on the bathroom light" for the living room's light and "the office light" for the kitchen's, both above 0.93: 5 of the 28 recorded 7B commands switched a wrong light. Every area is shown now, with a light each, so such a call names an unwired device and goes on to `unhandled`. With every area shown, a transcript's "Turn on the kitchen light." fell to 0.80. The command is passed lower case without sentence marks, as the model was trained, which brings it to 0.99. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01Ljdk7nDaguh9Uhi3zhcSjn