Cost/ 6 min read Moving a training pipeline off a hyperscaler without stopping it You cannot pause research for a migration. A sequenced move that keeps runs going: data first, then one reproduced run, then a shadow period. Sep 2, 2026 Cost/ 5 min read What a training run actually costs The hourly rate is rarely more than half the bill. The five line items that make up the rest, and how to measure cost per completed run. Sep 2, 2026 Cost/ 5 min read Leaving AWS: an exit plan for a mid-size workload A sequenced plan for moving a mid-size production workload off a hyperscaler, with the costs and gotchas that only show up halfway through. Aug 23, 2026 Cost/ 5 min read Egress fees are the lock-in Hyperscaler lock-in is not proprietary APIs. It is the price of moving your own data out, and it is a deliberate design choice. Aug 23, 2026 Cost/ 5 min read Right-sizing a Kubernetes cluster without overspending Most Kubernetes bills are not a Kubernetes problem. A practical method for sizing nodes, setting requests and limits, and knowing when to scale out. Aug 23, 2026