Inference at scale is bound by memory, not arithmetic.
Every deployment already spans a memory hierarchy. Morphics adds the layer that decides what sits on which tier, without touching the data or the path it travels.
A chip stalled on a memory fetch is a chip not generating tokens.
An accelerator's economics are set by utilization: the fraction of time it spends computing rather than waiting. Under real load, waiting means waiting on memory. The provider that manages memory best has the most room to compete.
Bandwidth belongs to the silicon.
Raw bandwidth to on-package memory is set by the chip, and nothing outside the chip changes it.
Capacity belongs to the operator.
Weights, caches and intermediate state grow faster than what fits near the accelerator. What doesn't fit lives somewhere else, and every time the engine needs it, it pays. Closing that gap is a question of how memory is managed, not of adding compute.
Every deployment already spans a hierarchy.
Bandwidth falls by roughly two orders of magnitude from HBM to network storage, while capacity runs the other way. A byte in the wrong tier at the wrong moment costs a stall.
Bar lengths show order of magnitude only.
Fifteen tenants fit.
The sixteenth doesn't.
A 70B model at 16-bit precision has 140 GB of weights, so it runs across two 80 GB accelerators and leaves about 20 GB for everything else. One 4,000-token system prompt holds about 1.3 GB of reusable cache state. That budget is gone before tool schemas, retrieved documents or long conversations are counted.
Networking separated its control. Storage did too. Memory hasn't, yet.
In networking and in storage, the management layer is where the value went. In memory, what sits on which tier is still decided by a default inside whoever happens to own the transport. The Morphics memory management plane (MMP) is that missing layer.
Three pieces. Two are already in your building.
Your serving stack already moves cache between accelerator memory, host memory and the tiers below. Morphics doesn't replace or extend it.
A small process that reads engine state through interfaces the engine already provides, and carries instructions back. It holds no data.
Answers one question, continuously: of the data your engine is managing right now, which tier should hold each piece.
Find out whether memory is costing your fleet.
The first step puts nothing in your request path: a couple of weeks of counters your serving engine already keeps, and a written answer. Then we confirm it on your own traffic, on your own hardware, against your current configuration.