Self-hosting a large language model is not a model-selection decision — it is a VRAM budget, and every team that gets this wrong gets it wrong in the same direction: they pick the model first, discover the weights do not

Self-hosting a large language model is not a model-selection decision — it is a VRAM budget, and every team that gets this wrong gets it wrong in the same direction: they pick the model first, discover the weights do not
A prepayment discount is not a discount. It is an interest rate, and almost nobody prices it as one. When a host offers "two months free on an annual plan," the invoice language suggests a price cut. What has actually
Inbound filtering is the most instrumented control in the stack and the one a breach proves irrelevant. Why outbound detection goes to zero once agents and C2 share a shape, two metrics worth building, and a ninety-minute baseline exercise.
Every DNS change you will ever make becomes live in exactly one way: the old answer dies of old age, and the next request that arrives after its death gets the new one. Nothing propagates. There is no push mechanism,
A full conntrack table stops a server with bandwidth to spare. Why state exhaustion hides from every dashboard, the one counter that proves it, four lookalike failures, and a sizing worksheet.
The sticker price of a cloud server is the least useful number on the page, because the number you actually pay is set by four variables the sticker never shows — egress traffic, renewal pricing, idle hours, and the spec
A 500 spike in the deploy window is a suspect with fingerprints on it. The rollback-first playbook: five-minute triage order, four confirmation signals, the rollback vs partial-revert vs forward-fix matrix, and the migration-reversibility test that decides which one you can
Your region choice sets a hard latency floor you can compute in a minute: about 5 microseconds per kilometre one way through fibre. How to calculate it, measure the gap between real latency and the floor, and tell a physics
When a 403 Forbidden appears in production, the file permission is the last thing you should check — because in cloud-hosted infrastructure the overwhelming majority of 403s are emitted by layers that sit in front of the file system entirely:
Why the cost of leaving a cloud provider is set on the day you sign: the four line items in an exit, the break-even month behind every commitment discount, and the January 2027 date that removes one of them.