The Durability Curve

thedurabilitycurve.bsky.social

29 September 2026 15:52

The transient, not the average, sizes the shelf. A 100 kW shelf that sees 150 kW spikes is specified and protected for it. The converter caveat matters too: if the DC/DC stage sets the response time, caps behind it buffer energy without absorbing the ramp, so the peak still lands on the bus.

YAMLwrangler

jmm86.bsky.social

18 September 2026 17:15

Optimize VM sizes, automate scaling down, use AI for anomaly detection in GPU usage. Monitor closer to edge for faster response times.

Rackvio

rackvio.com

17 September 2026 20:22

Talent turnover staying high even with rising pay is a signal that career path and tooling matter as much as compensation. Worth keeping an eye on as workforce competition for data center roles keeps intensifying.

The Durability Curve

thedurabilitycurve.bsky.social

16 September 2026 15:17

Where studies run in clusters, the damage scales with batch size rather than the one-in-five drop-out rate: a single withdrawal forces a restudy for everyone behind it. Restudy cost is then a property of shared infrastructure, and smaller separable batches price it better than exit penalties.

The Durability Curve

thedurabilitycurve.bsky.social

10 September 2026 21:32

Refresh is economic, not physical: accelerators retire when the efficiency frontier outruns depreciation, not when they fail. The e-waste wave is the capex cycle lagged by its write-off period. The plan becomes remarketing, and the underbuilt markets are HBM salvage and second-life inference.