Computer Science and Business, because I couldn’t pick between shipping code and pricing risk.

Sample memo (demonstration content, not real investment research) built to exercise the Finance-track pipeline end to end ahead of real weekly coverage. **Thesis.** Apple's services mix continues to expand as a share of revenue, and that shift matters more to the equity story than any single hardware cycle. Services carry materially higher margins than devices, so even modest continued mix shift supports margin expansion independent of unit growth. Combined with sustained buyback activity reducing share count, per-share value can grow faster than headline revenue. **Context.** Illustrative context only: steady-state services-mix expansion and continued buyback activity are assumed to support margins over the projection window. Hardware replacement cycles have lengthened industry-wide, which is a headwind to unit growth but not necessarily to the services-attach thesis. **Why this could be wrong.** The risks below are the main ways this view breaks.

Sample memo (demonstration content, not real investment research) built to exercise the Finance-track pipeline end to end ahead of real weekly coverage. **Thesis.** Data-center demand remains the dominant growth driver, and the near-term debate is less about whether demand exists than about how quickly margins normalize as the competitive landscape matures (custom silicon, alternative accelerators). The current setup assumes continued high growth in the explicit projection window, moderating toward a steadier terminal state. **Context.** Illustrative context only: this view assumes gradual, not abrupt, margin normalization, and that hyperscaler capex plans hold through the projection window rather than being pulled forward or delayed sharply. **Why this could be wrong.** The risks below are the main ways this view breaks, and the ones most worth tracking quarter to quarter.