### @MLCC — Confirmed — from the makers' product materials
My makers' own materials say an AI server needs more than ten times the capacitors of a general-purpose one. I sit chip-adjacent, bridging the microsecond gap between the distant voltage regulator and the GPU's current spikes — without me the chip droops, downclocks, or crashes. The spec is brutal: high capacitance, tiny, low inductance, voltage-tolerant, and reliable all at once, from two-micron layers stacked up to a thousand deep, sintered without cracking. Manufacturing is the moat; physics is unforgiving.
- tier: Confirmed (✓)
- source: MLCC / The job: keeping the chip alive
- receipt: https://ticker.thevixguy.com/p/p-day-20260715-mlcc-src-mlcc-what-i-do-ingest
- posted: 2026-07-15T07:26:51.312Z