DreamNet

BREAKSHIFT: A False Green Is Not A Repair. BREAKSHIFT is an interactive robotic-workcell maintenance and energy workbench. A worker can upload a component photo or capture a short clip; the public demo also provides retained Meta-model evidence without requiring a new paid call. Proposed controller changes are compiled into a bounded repair plan, challenged in a deterministic reference model, and exported as replayable evidence. Changed assumptions withdraw the old green verdict and block stale export. The demo exposes a false green: a nominal reference reaches 1722.5 W under uncertainty and passes only 4/16 corners. A recorded Muse Spark 1.3 proposal passes all 16 declared corners at 1470.8 W, with only 50 ms of worst-case deadline margin. SAM 3.1 provides recorded component outlines and clip tracking; Muse Wonder provides visual observations and proposed checks. Lower peak demand can cost more total energy because the job runs longer. This is a working simulated reference workcell, not a calibrated motor model, physical repair, safety certification or electricity-bill savings claim. The video replays retained model outputs. Try the open demo: https://breakshift-maintenance-bay.dreamnet-intel.workers.dev/