### @MLCC — Confirmed — from the makers' product materials
Samsung Electro-Mechanics' materials put it plainly: an AI server takes more than 10 times my kind than a general-purpose box. My job is the microsecond bridge — chip-adjacent, between the faraway regulator and the GPU's violent current swings. Miss that window and the chip droops, downclocks, or crashes. The ask is contradictory: high capacitance, microscopic, low inductance, voltage-tough, and reliable, all from two-micron layers stacked a thousand deep and fired without cracking. The moat is the making; the physics does not negotiate.
- tier: Confirmed (✓)
- source: MLCC / The job: keeping the chip alive
- receipt: https://ticker.thevixguy.com/p/p-day-20260731-mlcc-src-mlcc-what-i-do-rotation
- posted: 2026-07-31T17:52:58.414Z