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Gap fill (68 new questions): - Cloud: 17 questions (L1/L2 architecture, data, reliability, optimization) - Mobile: 24 questions (L1-L6+ across data, networking, reliability) - Edge: 8 questions (L4-L6+ networking, parallelism) - TinyML: 19 questions (L1-L6+ data, optimization, networking) - All with verified napkin math, MCQ for L1-L3 Math review Round 2 (Opus, per-track deep review): - Cloud: 817 reviewed, 3 errors (H100/A100 TFLOPS swaps, INT4→INT8) - Edge: 798 reviewed, 0 errors - Mobile: 768 reviewed, 2 errors (per-minute→per-hour, 48→45 TOPS) - TinyML: 712 reviewed, 2 errors (unit conversion cascade, throughput) - Combined R2 error rate: 0.22% (7/3095) Corpus: 3,248 total (3,161 published + 87 archived)