The Convergence of Prompt Engineering and DevOps
Prompt engineering entered DevOps not as an experiment but as a pressure valve: teams shipping faster than their tooling could support needed a way to extract precise, repeatable outputs from AI…
zopdev writing tagged terraform. Engineering and FinOps notes, post-mortems, and benchmarks.
Prompt engineering entered DevOps not as an experiment but as a pressure valve: teams shipping faster than their tooling could support needed a way to extract precise, repeatable outputs from AI…
HashiCorp's August 2023 relicense of Terraform from MPL-2.0 to the Business Source License forced every infrastructure team to make a governance decision, not a technical one.
Platform engineering teams are paying $180,000 per year in duplicate tooling costs without a line item that names it (ZopDev, "The IDP Tax"). That cost has a name: the IDP tax. It accumulates because…
Most IDPs ship as friction-reducers and land as a new category of sprint tax. The promise is a self-service portal that abstracts infrastructure complexity. The reality, in production, is a platform…
HashiCorp's August 2023 license change from MPL-2.0 to the Business Source License forced every team running Terraform in production to make a governance decision they had not budgeted for. The BSL…
Most engineering organizations budget precisely for building an Internal Developer Platform and budget nothing for operating one. The build cost is visible: headcount, tooling licenses, sprint…
Every Internal Developer Platform we have seen hits the same wall: feature shipping slows down at the three-month mark, not because the platform was built wrong, but because the forces that made…
IaC tools built for single-team deployments fail structurally at 200 accounts because the failure modes are architectural, not configurational.
Most IDPs fail because they solve the wrong problem: they build self-service portals instead of standardizing the work developers already do. We measured this in production. Teams spend six months…
Traditional cloud alerting creates more work than it prevents because engineers spend 60-90 minutes per day triaging notifications that describe problems without fixing them. The mechanism is…
Self-Service Terraform: 8 Modules That Killed 60% of Our Platform Tickets Platform teams do not fail because they hire the wrong people. They fail because the right people spend most of their time…
Configuration drift is the gap between what Terraform declares and what runs in production. AWS Config detects it in 15 minutes. Most teams find it in 72 hours. Here is how to close that gap.
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