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Equation 1 · Part 3 · Ten Failure Modes That Define Small and On-Device AI Deployments

≤

Srequest≤max⁡i(freei)S_{\mathrm{request}} \le \max_i(\mathrm{free}_i)
≤

What this part means

Less than or equal to.

Its job in the formula

Less than or equal to.

The passage around this formula

A device can report gigabytes of free memory and still kill the process that asks for a much smaller allocation, because the operating system’s out-of-memory killer does not care about total free memory — it cares about whether a single contiguous block large enough for the request exists. Large weight tensors and growing key-value caches on a constrained device fragment memory into scattered free regions faster than they fill it, and an allocation can fail against a device that is, in aggregate, nowhere near full. is the condition that actually governs whether an allocation succeeds, and it can fail even when SrequestS_{\mathrm{request}} ≤\le ∑i\sum_i freei\mathrm{free}_i holds comfortably — the requested…

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Learn the underlying idea

An inequality compares values without claiming they are equal. It describes a range, threshold, or bound that a quantity may satisfy.

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Sources cited in the surrounding passage

These citations provide research context; check each source for the exact claim it supports.