Kimchi stew. The same pot of food. Delicious to many, rotten cabbage to others. Same data, two reads, different palates. That is AI in 2026, and the editorial framing across this two-part cycle. Part One covers the capability tilt and its counterweights — three leaderboards changed hands on May 28, and there are at least three different reads of that headline depending on where you are sitting. The Anthropic financial counter-weights (run-rate climbing forty-seven percent in seven weeks against vendor-reported single-source numbers, with named IPO advisors). The Anthropic-to-xAI compute deal accounting smell (a billion dollars a month to a closed-model competitor). The substrate-as-hidden-variable mechanism explaining the Opus 4.8 production-quality regression. The substrate-tiering brutal implication — Fable 5 and Mythos 5 served on the premium substrate while Opus 4.8 on Max gets demoted to spot capacity, monetizing the regression. The host's own Max-cancellation as practitioner attestation. Then the four-layer stack — Model, Harness, Control Plane, Connective Tissue — walked as editorial discipline. Then the harness-to-control-plane crossing with Dynamic Workflows shipping in the SDK, Microsoft platform-neutralizing, and the per-token-pricing transition becoming inevitable. Part Two carries the structural reality underneath.