Decision 01
Automation over headcount
- Context
- Every new enclave began as a two-week manual rollout. The obvious fix was to hire more delivery engineers and keep rolling.
- Decision
- Spend the engineering budget on an automation framework instead. Treat every enclave as code, and keep investing until deployment was a repeatable two-hour operation.
- Trade-off
- Months of platform investment with little customer-visible progress, while a deliberately small team absorbed the rollout load by hand.
- Outcome
- Deployment fell from 2 weeks to 2 hours, and the same small team scaled the platform to 50+ production enclaves supporting hundreds of users. Headcount did not grow in lockstep with customers, and that leverage became the operating model.