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The server was spawned with a fixed --max-old-space-size=512 (omniroute serve) or no heap flag at all (Electron), so RAM-rich boxes still OOM-crashed under load (Ineffective mark-compacts near heap limit ~500MB) with many providers/ accounts and large model catalogs. New calibrateHeapFallbackMb(os.totalmem()) defaults the heap to ~35% of RAM clamped [512,4096], wired into serve.mjs and electron/main.js. Explicit OMNIROUTE_MEMORY_MB still wins (#2939 unchanged). Also addresses #5160 (same OOM root); #5152 (docker) benefits via the same knob. Closes #5172